{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Anaconda\\lib\\site-packages\\sklearn\\cross_validation.py:41: DeprecationWarning: This module was deprecated in version 0.18 in favor of the model_selection module into which all the refactored classes and functions are moved. Also note that the interface of the new CV iterators are different from that of this module. This module will be removed in 0.20.\n",
      "  \"This module will be removed in 0.20.\", DeprecationWarning)\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    " \n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn import preprocessing\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "from sklearn.pipeline import make_pipeline\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "from sklearn.metrics import mean_squared_error, r2_score\n",
    "from sklearn.externals import joblib \n",
    "from sklearn.ensemble import GradientBoostingRegressor\n",
    "from sklearn.feature_selection import SelectFromModel\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.cross_validation import cross_val_score\n",
    "from sklearn.model_selection import KFold\n",
    "from sklearn.linear_model import Ridge\n",
    "from sklearn.linear_model import RidgeCV\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.linear_model import Lasso\n",
    "from sklearn.svm import SVR\n",
    "from sklearn.utils import shuffle\n",
    "import matplotlib.pyplot as plt\n",
    "import xgboost as xgb\n",
    "from lightgbm import LGBMRegressor\n",
    "import math\n",
    "%matplotlib inline\n",
    "\n",
    "pd.set_option('display.max_colwidth',1000)\n",
    "pd.set_option('display.height',1000)\n",
    "pd.set_option('display.max_rows',500)\n",
    "pd.set_option('display.max_columns',500)\n",
    "pd.set_option('display.width',1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 数据预处理\n",
    "def drop_all_outlier(df):\n",
    "    df.drop_duplicates(df.columns.drop('ID'), keep='first', inplace=True)\n",
    "    df.drop(df[(df.电压A > 800) | (df.电压A < 500)].index,inplace=True)\n",
    "    df.drop(df[(df.电压B > 800) | (df.电压B < 500)].index,inplace=True)\n",
    "    df.drop(df[(df.电压C > 800) | (df.电压C < 500)].index,inplace=True)\n",
    "    df.drop(df[(df.现场温度 > 30) | (df.现场温度 < -30)].index,inplace=True)\n",
    "    df.drop(df[(df.转换效率A > 100)].index,inplace=True)\n",
    "    df.drop(df[(df.转换效率B > 100)].index,inplace=True)\n",
    "    df.drop(df[(df.转换效率C > 100)].index,inplace=True)\n",
    "    df.drop(df[(df.风向 > 360)].index,inplace=True)\n",
    "    df.drop(df[(df.风速 > 20)].index,inplace=True)\n",
    "    return df\n",
    "# 生成数据\n",
    "def generate_train_data(train_data, test_data, poly=False, select=False):\n",
    "    y = train_data['发电量']\n",
    "    X = train_data.drop(['发电量','ID'], axis=1)\n",
    "    sub_data = test_data.drop(['ID'], axis=1)\n",
    "    \n",
    "    polynm = None\n",
    "    if poly:\n",
    "        from sklearn.preprocessing import PolynomialFeatures\n",
    "        polynm = PolynomialFeatures(degree=2, interaction_only=True)\n",
    "        X = polynm.fit_transform(X)\n",
    "        sub_data = polynm.transform(sub_data)\n",
    "        \n",
    "    X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=123)\n",
    "    \n",
    "    sm = None\n",
    "    if select:\n",
    "        from sklearn.feature_selection import SelectFromModel\n",
    "        sm = SelectFromModel(GradientBoostingRegressor(random_state=2))\n",
    "        X_train = sm.fit_transform(X_train, y_train)\n",
    "        X_test = sm.transform(X_test)\n",
    "        sub_data = sm.transform(sub_data)\n",
    "        \n",
    "    return X_train, X_test, y_train, y_test, sub_data, sm, polynm\n",
    "\n",
    "def cal_score(mse):\n",
    "    if isinstance(mse, float):\n",
    "        return 1 / (1 + math.sqrt(mse))\n",
    "    else:\n",
    "        return np.divide(1, 1 + np.sqrt(mse))\n",
    "#  定义交叉验证函数  \n",
    "def cross_validation_test(models, train_X_data, train_y_data, cv=5):\n",
    "    model_name, mse_avg, score_avg = [], [], []\n",
    "    for i, model in enumerate(models):\n",
    "        print(i + 1,'- Model:', str(model).split('(')[0])\n",
    "        model_name.append(str(i + 1) + '.' + str(model).split('(')[0])\n",
    "        nmse = cross_val_score(model, train_X_data[i], train_y_data[i], cv=cv, scoring='neg_mean_squared_error')\n",
    "        avg_mse = np.average(-nmse)\n",
    "        scores = cal_score(-nmse)\n",
    "        avg_score = np.average(scores)\n",
    "        mse_avg.append(avg_mse)\n",
    "        score_avg.append(avg_score)\n",
    "        print('MSE:', -nmse)\n",
    "        print('Score:', scores)\n",
    "        print('Average XGB - MSE:', avg_mse, ' - Score:', avg_score, '\\n')\n",
    "    res = pd.DataFrame()\n",
    "    res['Model'] = model_name\n",
    "    res['Avg MSE'] = mse_avg\n",
    "    res['Avg Score'] = score_avg\n",
    "    return res\n",
    "\n",
    "# def add_newid(df):\n",
    "#     ID = df[\"ID\"]\n",
    "#     df[\"new_id\"]=(np.mod(ID,205))\n",
    "#     return df\n",
    "def add_avg(df):\n",
    "    array = np.array(df[\"平均功率\"])\n",
    "    newarray=[]\n",
    "    num = 0\n",
    "    for i in np.arange(len(array)):\n",
    "        for j in np.arange(10):\n",
    "            if i<10:\n",
    "                num = (array[j-1]+array[j-2]+array[j-3])/3\n",
    "            if i>=10:\n",
    "                num = (array[i-1]+array[i-2]+array[i-3]+array[i-5]+array[i-6]+array[i-7]+array[i-8]+array[i-9])/9\n",
    "        newarray.append(num)\n",
    "    df[\"old平均功率\"] = newarray\n",
    "    return df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 读取数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_data = pd.read_csv('../data/public.train.csv')\n",
    "test_data = pd.read_csv('../data/public.test.csv')\n",
    "# train_data = add_newid(train_data)\n",
    "# test_data = add_newid(test_data)\n",
    "# train_data = add_avg(train_data)\n",
    "# test_data = add_avg(test_data)\n",
    "df_result = pd.DataFrame()\n",
    "df_result['ID'] = list(test_data['ID'])\n",
    "special_missing_ID = test_data[test_data[(test_data == 0) | (test_data == 0.)].count(axis=1) > 13]['ID']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 异常值处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "cleaned_train_data = train_data.copy()\n",
    "cleaned_train_data = drop_all_outlier(cleaned_train_data)\n",
    "\n",
    "cleaned_sub_data = test_data.copy()\n",
    "cleaned_sub_data = drop_all_outlier(cleaned_sub_data)\n",
    "cleaned_sub_data_ID = cleaned_sub_data['ID']\n",
    "\n",
    "# all_data = pd.concat([train_data, test_data], axis=0).sort_values(by='ID').reset_index().drop(['index'], axis=1)\n",
    "# bad_feature = ['ID', '功率A', '功率B', '功率C', '平均功率', '现场温度', '电压A', '电压B', '电压C', '电流B', '电流C', '转换效率', '转换效率A', '转换效率B', '转换效率C']\n",
    "# bad_index = all_data[bad_feature][\n",
    "#     (all_data[bad_feature] > all_data[bad_feature].mean() + 2 * all_data[bad_feature].std()) | \n",
    "#     (all_data[bad_feature] < all_data[bad_feature].mean() - 2 * all_data[bad_feature].std())\n",
    "# ].dropna(how='all').index\n",
    "\n",
    "\n",
    "all_data  = pd.concat([train_data, test_data], axis=0).sort_values(by='ID').reset_index().drop(['index'], axis=1)\n",
    "bad_feature = ['ID','功率A', '功率B', '功率C', '平均功率', '现场温度', '电压A', '电压B', '电压C', '电流B', '电流C', '转换效率', '转换效率A', '转换效率B', '转换效率C']\n",
    "bad_index1 = all_data[bad_feature][\n",
    "    (all_data[bad_feature] > all_data[bad_feature].mean() + 2 * all_data[bad_feature].std()) | \n",
    "    (all_data[bad_feature] < all_data[bad_feature].mean() - 2 * all_data[bad_feature].std())\n",
    "].dropna(how='all').index\n",
    "bad_index2 = all_data[\n",
    "    ((all_data['电压A']<500)&(all_data['电压A']!=0))|\n",
    "    ((all_data['电压B']<500)&(all_data['电压B']!=0))|\n",
    "    ((all_data['电压C']<500)&(all_data['电压C']!=0))].index\n",
    "bad_index = pd.Int64Index(list(bad_index1)+list(bad_index2))\n",
    "# all_data.loc[np.concatenate([bad_index -1,bad_index,bad_index+1])].sort_values(by='ID', ascending=True)\n",
    "\n",
    "\n",
    "nn_bad_data = all_data.loc[np.concatenate([bad_index - 1, bad_index, bad_index + 1])].sort_values(by='ID', ascending=True).drop_duplicates()\n",
    "bad_data = all_data.loc[bad_index].sort_values(by='ID', ascending=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 上下记录均值替代异常值\n",
    "for idx, line in bad_data.iterrows():\n",
    "    ID = line['ID']\n",
    "    col_index = line[bad_feature][ \n",
    "        (line[bad_feature] > all_data[bad_feature].mean() + 3 * all_data[bad_feature].std())| \n",
    "        (line[bad_feature] < all_data[bad_feature].mean() - 3 * all_data[bad_feature].std())\n",
    "    ].index\n",
    "    index = all_data[all_data['ID'] == ID].index\n",
    "    \n",
    "    before_offset = 1\n",
    "    while (idx + before_offset)in bad_index:\n",
    "        before_offset += 1\n",
    "\n",
    "    after_offset = 1\n",
    "    while (idx + after_offset) in bad_index:\n",
    "        after_offset += 1\n",
    "    \n",
    "    replace_value = (all_data.loc[index - before_offset, col_index].values + all_data.loc[index + after_offset, col_index].values) / 2\n",
    "    all_data.loc[index, col_index] = replace_value[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>板温</th>\n",
       "      <th>现场温度</th>\n",
       "      <th>光照强度</th>\n",
       "      <th>转换效率</th>\n",
       "      <th>转换效率A</th>\n",
       "      <th>转换效率B</th>\n",
       "      <th>转换效率C</th>\n",
       "      <th>电压A</th>\n",
       "      <th>电压B</th>\n",
       "      <th>电压C</th>\n",
       "      <th>电流A</th>\n",
       "      <th>电流B</th>\n",
       "      <th>电流C</th>\n",
       "      <th>功率A</th>\n",
       "      <th>功率B</th>\n",
       "      <th>功率C</th>\n",
       "      <th>平均功率</th>\n",
       "      <th>风速</th>\n",
       "      <th>风向</th>\n",
       "      <th>发电量</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>10</td>\n",
       "      <td>-19.14</td>\n",
       "      <td>-17.4</td>\n",
       "      <td>34</td>\n",
       "      <td>80.55</td>\n",
       "      <td>106.32</td>\n",
       "      <td>16.98</td>\n",
       "      <td>118.36</td>\n",
       "      <td>729</td>\n",
       "      <td>709</td>\n",
       "      <td>725</td>\n",
       "      <td>1.34</td>\n",
       "      <td>0.22</td>\n",
       "      <td>1.50</td>\n",
       "      <td>976.86</td>\n",
       "      <td>155.98</td>\n",
       "      <td>1087.50</td>\n",
       "      <td>740.11</td>\n",
       "      <td>0.6</td>\n",
       "      <td>272</td>\n",
       "      <td>1.437752</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>11</td>\n",
       "      <td>-18.73</td>\n",
       "      <td>-17.3</td>\n",
       "      <td>30</td>\n",
       "      <td>99.90</td>\n",
       "      <td>139.00</td>\n",
       "      <td>21.20</td>\n",
       "      <td>139.51</td>\n",
       "      <td>728</td>\n",
       "      <td>717</td>\n",
       "      <td>726</td>\n",
       "      <td>1.55</td>\n",
       "      <td>0.24</td>\n",
       "      <td>1.56</td>\n",
       "      <td>1128.40</td>\n",
       "      <td>172.08</td>\n",
       "      <td>1132.56</td>\n",
       "      <td>811.01</td>\n",
       "      <td>0.8</td>\n",
       "      <td>275</td>\n",
       "      <td>1.692575</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>12</td>\n",
       "      <td>-17.54</td>\n",
       "      <td>-17.0</td>\n",
       "      <td>41</td>\n",
       "      <td>82.48</td>\n",
       "      <td>114.86</td>\n",
       "      <td>14.91</td>\n",
       "      <td>117.66</td>\n",
       "      <td>731</td>\n",
       "      <td>722</td>\n",
       "      <td>720</td>\n",
       "      <td>1.75</td>\n",
       "      <td>0.23</td>\n",
       "      <td>1.82</td>\n",
       "      <td>1279.25</td>\n",
       "      <td>166.06</td>\n",
       "      <td>1310.40</td>\n",
       "      <td>918.57</td>\n",
       "      <td>1.1</td>\n",
       "      <td>283</td>\n",
       "      <td>1.975787</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>14</td>\n",
       "      <td>-15.43</td>\n",
       "      <td>-16.6</td>\n",
       "      <td>53</td>\n",
       "      <td>73.98</td>\n",
       "      <td>101.72</td>\n",
       "      <td>15.55</td>\n",
       "      <td>104.67</td>\n",
       "      <td>730</td>\n",
       "      <td>727</td>\n",
       "      <td>726</td>\n",
       "      <td>2.02</td>\n",
       "      <td>0.31</td>\n",
       "      <td>2.09</td>\n",
       "      <td>1474.60</td>\n",
       "      <td>225.37</td>\n",
       "      <td>1517.34</td>\n",
       "      <td>1072.44</td>\n",
       "      <td>0.9</td>\n",
       "      <td>280</td>\n",
       "      <td>2.370656</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>15</td>\n",
       "      <td>-14.60</td>\n",
       "      <td>-16.3</td>\n",
       "      <td>65</td>\n",
       "      <td>64.62</td>\n",
       "      <td>86.86</td>\n",
       "      <td>13.09</td>\n",
       "      <td>93.92</td>\n",
       "      <td>727</td>\n",
       "      <td>729</td>\n",
       "      <td>728</td>\n",
       "      <td>2.13</td>\n",
       "      <td>0.32</td>\n",
       "      <td>2.30</td>\n",
       "      <td>1548.51</td>\n",
       "      <td>233.28</td>\n",
       "      <td>1674.40</td>\n",
       "      <td>1152.06</td>\n",
       "      <td>1.1</td>\n",
       "      <td>280</td>\n",
       "      <td>2.532091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>16</td>\n",
       "      <td>-14.10</td>\n",
       "      <td>-16.2</td>\n",
       "      <td>76</td>\n",
       "      <td>61.97</td>\n",
       "      <td>77.59</td>\n",
       "      <td>25.80</td>\n",
       "      <td>82.53</td>\n",
       "      <td>733</td>\n",
       "      <td>728</td>\n",
       "      <td>724</td>\n",
       "      <td>2.21</td>\n",
       "      <td>0.74</td>\n",
       "      <td>2.38</td>\n",
       "      <td>1619.93</td>\n",
       "      <td>538.72</td>\n",
       "      <td>1723.12</td>\n",
       "      <td>1293.92</td>\n",
       "      <td>0.9</td>\n",
       "      <td>278</td>\n",
       "      <td>2.779719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>19</td>\n",
       "      <td>-11.25</td>\n",
       "      <td>-15.9</td>\n",
       "      <td>96</td>\n",
       "      <td>71.51</td>\n",
       "      <td>70.09</td>\n",
       "      <td>70.09</td>\n",
       "      <td>74.35</td>\n",
       "      <td>726</td>\n",
       "      <td>726</td>\n",
       "      <td>725</td>\n",
       "      <td>2.57</td>\n",
       "      <td>2.57</td>\n",
       "      <td>2.73</td>\n",
       "      <td>1865.82</td>\n",
       "      <td>1865.82</td>\n",
       "      <td>1979.25</td>\n",
       "      <td>1903.63</td>\n",
       "      <td>1.5</td>\n",
       "      <td>277</td>\n",
       "      <td>3.832378</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>20</td>\n",
       "      <td>-10.77</td>\n",
       "      <td>-15.8</td>\n",
       "      <td>100</td>\n",
       "      <td>70.04</td>\n",
       "      <td>69.27</td>\n",
       "      <td>68.43</td>\n",
       "      <td>72.42</td>\n",
       "      <td>726</td>\n",
       "      <td>720</td>\n",
       "      <td>721</td>\n",
       "      <td>2.65</td>\n",
       "      <td>2.64</td>\n",
       "      <td>2.79</td>\n",
       "      <td>1923.90</td>\n",
       "      <td>1900.80</td>\n",
       "      <td>2011.59</td>\n",
       "      <td>1945.43</td>\n",
       "      <td>1.5</td>\n",
       "      <td>281</td>\n",
       "      <td>3.956692</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>22</td>\n",
       "      <td>-10.77</td>\n",
       "      <td>-15.8</td>\n",
       "      <td>100</td>\n",
       "      <td>5699.37</td>\n",
       "      <td>16924.86</td>\n",
       "      <td>162.65</td>\n",
       "      <td>10.59</td>\n",
       "      <td>65382</td>\n",
       "      <td>7</td>\n",
       "      <td>107</td>\n",
       "      <td>7.19</td>\n",
       "      <td>645.39</td>\n",
       "      <td>2.75</td>\n",
       "      <td>470096.58</td>\n",
       "      <td>4517.73</td>\n",
       "      <td>294.25</td>\n",
       "      <td>158302.85</td>\n",
       "      <td>1.5</td>\n",
       "      <td>281</td>\n",
       "      <td>5.440741</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>24</td>\n",
       "      <td>-8.33</td>\n",
       "      <td>-14.7</td>\n",
       "      <td>122</td>\n",
       "      <td>63.99</td>\n",
       "      <td>62.47</td>\n",
       "      <td>62.96</td>\n",
       "      <td>66.53</td>\n",
       "      <td>721</td>\n",
       "      <td>717</td>\n",
       "      <td>717</td>\n",
       "      <td>2.96</td>\n",
       "      <td>3.00</td>\n",
       "      <td>3.17</td>\n",
       "      <td>2134.16</td>\n",
       "      <td>2151.00</td>\n",
       "      <td>2272.89</td>\n",
       "      <td>2186.02</td>\n",
       "      <td>0.7</td>\n",
       "      <td>278</td>\n",
       "      <td>4.501339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>27</td>\n",
       "      <td>-5.52</td>\n",
       "      <td>-13.9</td>\n",
       "      <td>142</td>\n",
       "      <td>60.63</td>\n",
       "      <td>59.86</td>\n",
       "      <td>59.86</td>\n",
       "      <td>62.17</td>\n",
       "      <td>713</td>\n",
       "      <td>713</td>\n",
       "      <td>709</td>\n",
       "      <td>3.37</td>\n",
       "      <td>3.37</td>\n",
       "      <td>3.52</td>\n",
       "      <td>2402.81</td>\n",
       "      <td>2402.81</td>\n",
       "      <td>2495.68</td>\n",
       "      <td>2433.77</td>\n",
       "      <td>0.0</td>\n",
       "      <td>265</td>\n",
       "      <td>5.135805</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>30</td>\n",
       "      <td>-4.60</td>\n",
       "      <td>-13.9</td>\n",
       "      <td>159</td>\n",
       "      <td>58.79</td>\n",
       "      <td>58.41</td>\n",
       "      <td>58.65</td>\n",
       "      <td>59.33</td>\n",
       "      <td>706</td>\n",
       "      <td>707</td>\n",
       "      <td>704</td>\n",
       "      <td>3.73</td>\n",
       "      <td>3.74</td>\n",
       "      <td>3.80</td>\n",
       "      <td>2633.38</td>\n",
       "      <td>2644.18</td>\n",
       "      <td>2675.20</td>\n",
       "      <td>2650.92</td>\n",
       "      <td>1.2</td>\n",
       "      <td>276</td>\n",
       "      <td>5.632254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>34</td>\n",
       "      <td>-3.70</td>\n",
       "      <td>-13.4</td>\n",
       "      <td>187</td>\n",
       "      <td>55.68</td>\n",
       "      <td>54.59</td>\n",
       "      <td>55.25</td>\n",
       "      <td>57.20</td>\n",
       "      <td>703</td>\n",
       "      <td>703</td>\n",
       "      <td>701</td>\n",
       "      <td>4.13</td>\n",
       "      <td>4.18</td>\n",
       "      <td>4.34</td>\n",
       "      <td>2903.39</td>\n",
       "      <td>2938.54</td>\n",
       "      <td>3042.34</td>\n",
       "      <td>2961.42</td>\n",
       "      <td>1.8</td>\n",
       "      <td>282</td>\n",
       "      <td>6.240380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>35</td>\n",
       "      <td>-3.79</td>\n",
       "      <td>-13.1</td>\n",
       "      <td>189</td>\n",
       "      <td>55.75</td>\n",
       "      <td>55.28</td>\n",
       "      <td>55.04</td>\n",
       "      <td>56.92</td>\n",
       "      <td>704</td>\n",
       "      <td>701</td>\n",
       "      <td>700</td>\n",
       "      <td>4.22</td>\n",
       "      <td>4.22</td>\n",
       "      <td>4.37</td>\n",
       "      <td>2970.88</td>\n",
       "      <td>2958.22</td>\n",
       "      <td>3059.00</td>\n",
       "      <td>2996.03</td>\n",
       "      <td>1.8</td>\n",
       "      <td>283</td>\n",
       "      <td>6.325290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>39</td>\n",
       "      <td>-2.85</td>\n",
       "      <td>-12.0</td>\n",
       "      <td>213</td>\n",
       "      <td>53.92</td>\n",
       "      <td>53.38</td>\n",
       "      <td>53.61</td>\n",
       "      <td>54.79</td>\n",
       "      <td>702</td>\n",
       "      <td>699</td>\n",
       "      <td>695</td>\n",
       "      <td>4.62</td>\n",
       "      <td>4.66</td>\n",
       "      <td>4.79</td>\n",
       "      <td>3243.24</td>\n",
       "      <td>3257.34</td>\n",
       "      <td>3329.05</td>\n",
       "      <td>3276.54</td>\n",
       "      <td>1.2</td>\n",
       "      <td>279</td>\n",
       "      <td>6.893459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>42</td>\n",
       "      <td>-1.23</td>\n",
       "      <td>-11.4</td>\n",
       "      <td>229</td>\n",
       "      <td>52.03</td>\n",
       "      <td>51.06</td>\n",
       "      <td>51.89</td>\n",
       "      <td>53.15</td>\n",
       "      <td>693</td>\n",
       "      <td>690</td>\n",
       "      <td>690</td>\n",
       "      <td>4.84</td>\n",
       "      <td>4.94</td>\n",
       "      <td>5.06</td>\n",
       "      <td>3354.12</td>\n",
       "      <td>3408.60</td>\n",
       "      <td>3491.40</td>\n",
       "      <td>3418.04</td>\n",
       "      <td>0.5</td>\n",
       "      <td>268</td>\n",
       "      <td>7.194232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>43</td>\n",
       "      <td>0.02</td>\n",
       "      <td>-11.5</td>\n",
       "      <td>233</td>\n",
       "      <td>52.06</td>\n",
       "      <td>51.72</td>\n",
       "      <td>52.20</td>\n",
       "      <td>52.27</td>\n",
       "      <td>693</td>\n",
       "      <td>687</td>\n",
       "      <td>688</td>\n",
       "      <td>5.01</td>\n",
       "      <td>5.10</td>\n",
       "      <td>5.10</td>\n",
       "      <td>3471.93</td>\n",
       "      <td>3503.70</td>\n",
       "      <td>3508.80</td>\n",
       "      <td>3494.81</td>\n",
       "      <td>1.5</td>\n",
       "      <td>281</td>\n",
       "      <td>7.409266</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>44</td>\n",
       "      <td>0.12</td>\n",
       "      <td>-11.0</td>\n",
       "      <td>243</td>\n",
       "      <td>50.67</td>\n",
       "      <td>50.00</td>\n",
       "      <td>50.35</td>\n",
       "      <td>51.65</td>\n",
       "      <td>692</td>\n",
       "      <td>686</td>\n",
       "      <td>689</td>\n",
       "      <td>5.06</td>\n",
       "      <td>5.14</td>\n",
       "      <td>5.25</td>\n",
       "      <td>3501.52</td>\n",
       "      <td>3526.04</td>\n",
       "      <td>3617.25</td>\n",
       "      <td>3548.27</td>\n",
       "      <td>1.1</td>\n",
       "      <td>278</td>\n",
       "      <td>7.486756</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>45</td>\n",
       "      <td>0.14</td>\n",
       "      <td>-10.8</td>\n",
       "      <td>245</td>\n",
       "      <td>50.65</td>\n",
       "      <td>49.84</td>\n",
       "      <td>50.35</td>\n",
       "      <td>51.76</td>\n",
       "      <td>690</td>\n",
       "      <td>685</td>\n",
       "      <td>687</td>\n",
       "      <td>5.10</td>\n",
       "      <td>5.19</td>\n",
       "      <td>5.32</td>\n",
       "      <td>3519.00</td>\n",
       "      <td>3555.15</td>\n",
       "      <td>3654.84</td>\n",
       "      <td>3576.33</td>\n",
       "      <td>1.4</td>\n",
       "      <td>279</td>\n",
       "      <td>7.524506</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>47</td>\n",
       "      <td>0.49</td>\n",
       "      <td>-10.7</td>\n",
       "      <td>250</td>\n",
       "      <td>50.84</td>\n",
       "      <td>50.36</td>\n",
       "      <td>50.65</td>\n",
       "      <td>51.52</td>\n",
       "      <td>688</td>\n",
       "      <td>683</td>\n",
       "      <td>687</td>\n",
       "      <td>5.28</td>\n",
       "      <td>5.35</td>\n",
       "      <td>5.41</td>\n",
       "      <td>3632.64</td>\n",
       "      <td>3654.05</td>\n",
       "      <td>3716.67</td>\n",
       "      <td>3667.79</td>\n",
       "      <td>1.4</td>\n",
       "      <td>273</td>\n",
       "      <td>7.727476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>49</td>\n",
       "      <td>0.95</td>\n",
       "      <td>-10.5</td>\n",
       "      <td>262</td>\n",
       "      <td>49.43</td>\n",
       "      <td>48.74</td>\n",
       "      <td>49.07</td>\n",
       "      <td>50.50</td>\n",
       "      <td>686</td>\n",
       "      <td>683</td>\n",
       "      <td>684</td>\n",
       "      <td>5.38</td>\n",
       "      <td>5.44</td>\n",
       "      <td>5.59</td>\n",
       "      <td>3690.68</td>\n",
       "      <td>3715.52</td>\n",
       "      <td>3823.56</td>\n",
       "      <td>3743.25</td>\n",
       "      <td>1.6</td>\n",
       "      <td>275</td>\n",
       "      <td>7.859373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>52</td>\n",
       "      <td>1.47</td>\n",
       "      <td>-9.7</td>\n",
       "      <td>272</td>\n",
       "      <td>48.94</td>\n",
       "      <td>48.38</td>\n",
       "      <td>48.50</td>\n",
       "      <td>49.95</td>\n",
       "      <td>684</td>\n",
       "      <td>682</td>\n",
       "      <td>683</td>\n",
       "      <td>5.57</td>\n",
       "      <td>5.60</td>\n",
       "      <td>5.76</td>\n",
       "      <td>3809.88</td>\n",
       "      <td>3819.20</td>\n",
       "      <td>3934.08</td>\n",
       "      <td>3854.39</td>\n",
       "      <td>1.8</td>\n",
       "      <td>265</td>\n",
       "      <td>8.072624</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>57</td>\n",
       "      <td>3.18</td>\n",
       "      <td>-9.9</td>\n",
       "      <td>292</td>\n",
       "      <td>47.53</td>\n",
       "      <td>47.23</td>\n",
       "      <td>46.95</td>\n",
       "      <td>48.39</td>\n",
       "      <td>682</td>\n",
       "      <td>678</td>\n",
       "      <td>678</td>\n",
       "      <td>5.89</td>\n",
       "      <td>5.89</td>\n",
       "      <td>6.07</td>\n",
       "      <td>4016.98</td>\n",
       "      <td>3993.42</td>\n",
       "      <td>4115.46</td>\n",
       "      <td>4041.95</td>\n",
       "      <td>1.9</td>\n",
       "      <td>275</td>\n",
       "      <td>8.499592</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>58</td>\n",
       "      <td>3.47</td>\n",
       "      <td>-10.1</td>\n",
       "      <td>296</td>\n",
       "      <td>47.40</td>\n",
       "      <td>47.02</td>\n",
       "      <td>47.54</td>\n",
       "      <td>47.64</td>\n",
       "      <td>682</td>\n",
       "      <td>677</td>\n",
       "      <td>674</td>\n",
       "      <td>5.95</td>\n",
       "      <td>6.06</td>\n",
       "      <td>6.10</td>\n",
       "      <td>4057.90</td>\n",
       "      <td>4102.62</td>\n",
       "      <td>4111.40</td>\n",
       "      <td>4090.64</td>\n",
       "      <td>1.5</td>\n",
       "      <td>268</td>\n",
       "      <td>8.615795</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>60</td>\n",
       "      <td>4.43</td>\n",
       "      <td>-9.2</td>\n",
       "      <td>309</td>\n",
       "      <td>46.27</td>\n",
       "      <td>46.05</td>\n",
       "      <td>45.92</td>\n",
       "      <td>46.83</td>\n",
       "      <td>679</td>\n",
       "      <td>675</td>\n",
       "      <td>673</td>\n",
       "      <td>6.13</td>\n",
       "      <td>6.15</td>\n",
       "      <td>6.29</td>\n",
       "      <td>4162.27</td>\n",
       "      <td>4151.25</td>\n",
       "      <td>4233.17</td>\n",
       "      <td>4182.23</td>\n",
       "      <td>1.4</td>\n",
       "      <td>262</td>\n",
       "      <td>8.814133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>61</td>\n",
       "      <td>4.55</td>\n",
       "      <td>-9.4</td>\n",
       "      <td>310</td>\n",
       "      <td>46.30</td>\n",
       "      <td>45.74</td>\n",
       "      <td>46.36</td>\n",
       "      <td>46.81</td>\n",
       "      <td>678</td>\n",
       "      <td>673</td>\n",
       "      <td>672</td>\n",
       "      <td>6.12</td>\n",
       "      <td>6.25</td>\n",
       "      <td>6.32</td>\n",
       "      <td>4149.36</td>\n",
       "      <td>4206.25</td>\n",
       "      <td>4247.04</td>\n",
       "      <td>4200.88</td>\n",
       "      <td>1.9</td>\n",
       "      <td>265</td>\n",
       "      <td>8.825955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>63</td>\n",
       "      <td>5.45</td>\n",
       "      <td>-9.4</td>\n",
       "      <td>313</td>\n",
       "      <td>46.05</td>\n",
       "      <td>45.63</td>\n",
       "      <td>46.07</td>\n",
       "      <td>46.44</td>\n",
       "      <td>672</td>\n",
       "      <td>673</td>\n",
       "      <td>671</td>\n",
       "      <td>6.24</td>\n",
       "      <td>6.29</td>\n",
       "      <td>6.36</td>\n",
       "      <td>4193.28</td>\n",
       "      <td>4233.17</td>\n",
       "      <td>4267.56</td>\n",
       "      <td>4231.34</td>\n",
       "      <td>1.8</td>\n",
       "      <td>271</td>\n",
       "      <td>8.927324</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>64</td>\n",
       "      <td>5.14</td>\n",
       "      <td>-8.5</td>\n",
       "      <td>320</td>\n",
       "      <td>45.36</td>\n",
       "      <td>45.18</td>\n",
       "      <td>45.19</td>\n",
       "      <td>45.70</td>\n",
       "      <td>673</td>\n",
       "      <td>670</td>\n",
       "      <td>667</td>\n",
       "      <td>6.30</td>\n",
       "      <td>6.33</td>\n",
       "      <td>6.43</td>\n",
       "      <td>4239.90</td>\n",
       "      <td>4241.10</td>\n",
       "      <td>4288.81</td>\n",
       "      <td>4256.60</td>\n",
       "      <td>0.9</td>\n",
       "      <td>264</td>\n",
       "      <td>8.993092</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>65</td>\n",
       "      <td>5.60</td>\n",
       "      <td>-8.0</td>\n",
       "      <td>326</td>\n",
       "      <td>45.34</td>\n",
       "      <td>45.06</td>\n",
       "      <td>45.20</td>\n",
       "      <td>45.76</td>\n",
       "      <td>671</td>\n",
       "      <td>668</td>\n",
       "      <td>667</td>\n",
       "      <td>6.43</td>\n",
       "      <td>6.48</td>\n",
       "      <td>6.57</td>\n",
       "      <td>4314.53</td>\n",
       "      <td>4328.64</td>\n",
       "      <td>4382.19</td>\n",
       "      <td>4341.79</td>\n",
       "      <td>0.6</td>\n",
       "      <td>281</td>\n",
       "      <td>9.174611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>66</td>\n",
       "      <td>6.41</td>\n",
       "      <td>-8.0</td>\n",
       "      <td>331</td>\n",
       "      <td>44.53</td>\n",
       "      <td>44.19</td>\n",
       "      <td>44.19</td>\n",
       "      <td>45.22</td>\n",
       "      <td>669</td>\n",
       "      <td>665</td>\n",
       "      <td>664</td>\n",
       "      <td>6.44</td>\n",
       "      <td>6.48</td>\n",
       "      <td>6.64</td>\n",
       "      <td>4308.36</td>\n",
       "      <td>4309.20</td>\n",
       "      <td>4408.96</td>\n",
       "      <td>4342.17</td>\n",
       "      <td>1.2</td>\n",
       "      <td>276</td>\n",
       "      <td>9.166628</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>67</td>\n",
       "      <td>6.74</td>\n",
       "      <td>-8.1</td>\n",
       "      <td>334</td>\n",
       "      <td>44.40</td>\n",
       "      <td>43.88</td>\n",
       "      <td>44.42</td>\n",
       "      <td>44.89</td>\n",
       "      <td>668</td>\n",
       "      <td>666</td>\n",
       "      <td>664</td>\n",
       "      <td>6.47</td>\n",
       "      <td>6.57</td>\n",
       "      <td>6.66</td>\n",
       "      <td>4321.96</td>\n",
       "      <td>4375.62</td>\n",
       "      <td>4422.24</td>\n",
       "      <td>4373.27</td>\n",
       "      <td>1.2</td>\n",
       "      <td>269</td>\n",
       "      <td>9.226371</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>68</td>\n",
       "      <td>6.95</td>\n",
       "      <td>-7.5</td>\n",
       "      <td>334</td>\n",
       "      <td>44.50</td>\n",
       "      <td>43.98</td>\n",
       "      <td>44.46</td>\n",
       "      <td>45.06</td>\n",
       "      <td>667</td>\n",
       "      <td>664</td>\n",
       "      <td>664</td>\n",
       "      <td>6.50</td>\n",
       "      <td>6.60</td>\n",
       "      <td>6.69</td>\n",
       "      <td>4335.50</td>\n",
       "      <td>4382.40</td>\n",
       "      <td>4442.16</td>\n",
       "      <td>4386.69</td>\n",
       "      <td>0.9</td>\n",
       "      <td>275</td>\n",
       "      <td>9.261068</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>71</td>\n",
       "      <td>8.58</td>\n",
       "      <td>-7.9</td>\n",
       "      <td>346</td>\n",
       "      <td>43.27</td>\n",
       "      <td>42.54</td>\n",
       "      <td>43.12</td>\n",
       "      <td>44.15</td>\n",
       "      <td>664</td>\n",
       "      <td>663</td>\n",
       "      <td>663</td>\n",
       "      <td>6.58</td>\n",
       "      <td>6.68</td>\n",
       "      <td>6.84</td>\n",
       "      <td>4369.12</td>\n",
       "      <td>4428.84</td>\n",
       "      <td>4534.92</td>\n",
       "      <td>4444.29</td>\n",
       "      <td>2.8</td>\n",
       "      <td>282</td>\n",
       "      <td>9.363346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>73</td>\n",
       "      <td>8.39</td>\n",
       "      <td>-8.0</td>\n",
       "      <td>352</td>\n",
       "      <td>43.13</td>\n",
       "      <td>42.61</td>\n",
       "      <td>42.99</td>\n",
       "      <td>43.81</td>\n",
       "      <td>664</td>\n",
       "      <td>663</td>\n",
       "      <td>664</td>\n",
       "      <td>6.70</td>\n",
       "      <td>6.77</td>\n",
       "      <td>6.89</td>\n",
       "      <td>4448.80</td>\n",
       "      <td>4488.51</td>\n",
       "      <td>4574.96</td>\n",
       "      <td>4504.09</td>\n",
       "      <td>2.0</td>\n",
       "      <td>278</td>\n",
       "      <td>9.500437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>74</td>\n",
       "      <td>8.28</td>\n",
       "      <td>-7.4</td>\n",
       "      <td>351</td>\n",
       "      <td>43.38</td>\n",
       "      <td>42.94</td>\n",
       "      <td>43.12</td>\n",
       "      <td>44.08</td>\n",
       "      <td>666</td>\n",
       "      <td>663</td>\n",
       "      <td>663</td>\n",
       "      <td>6.71</td>\n",
       "      <td>6.77</td>\n",
       "      <td>6.92</td>\n",
       "      <td>4468.86</td>\n",
       "      <td>4488.51</td>\n",
       "      <td>4587.96</td>\n",
       "      <td>4515.11</td>\n",
       "      <td>1.2</td>\n",
       "      <td>287</td>\n",
       "      <td>9.538129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>75</td>\n",
       "      <td>8.97</td>\n",
       "      <td>-7.2</td>\n",
       "      <td>353</td>\n",
       "      <td>42.98</td>\n",
       "      <td>42.78</td>\n",
       "      <td>42.84</td>\n",
       "      <td>43.34</td>\n",
       "      <td>664</td>\n",
       "      <td>662</td>\n",
       "      <td>660</td>\n",
       "      <td>6.76</td>\n",
       "      <td>6.79</td>\n",
       "      <td>6.89</td>\n",
       "      <td>4488.64</td>\n",
       "      <td>4494.98</td>\n",
       "      <td>4547.40</td>\n",
       "      <td>4510.34</td>\n",
       "      <td>1.3</td>\n",
       "      <td>281</td>\n",
       "      <td>9.567062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>76</td>\n",
       "      <td>8.95</td>\n",
       "      <td>-7.0</td>\n",
       "      <td>360</td>\n",
       "      <td>42.67</td>\n",
       "      <td>42.20</td>\n",
       "      <td>42.57</td>\n",
       "      <td>43.24</td>\n",
       "      <td>664</td>\n",
       "      <td>663</td>\n",
       "      <td>661</td>\n",
       "      <td>6.80</td>\n",
       "      <td>6.87</td>\n",
       "      <td>7.00</td>\n",
       "      <td>4515.20</td>\n",
       "      <td>4554.81</td>\n",
       "      <td>4627.00</td>\n",
       "      <td>4565.67</td>\n",
       "      <td>2.0</td>\n",
       "      <td>280</td>\n",
       "      <td>9.632616</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>77</td>\n",
       "      <td>9.10</td>\n",
       "      <td>-6.7</td>\n",
       "      <td>361</td>\n",
       "      <td>42.50</td>\n",
       "      <td>42.12</td>\n",
       "      <td>42.54</td>\n",
       "      <td>42.85</td>\n",
       "      <td>664</td>\n",
       "      <td>661</td>\n",
       "      <td>660</td>\n",
       "      <td>6.81</td>\n",
       "      <td>6.91</td>\n",
       "      <td>6.97</td>\n",
       "      <td>4521.84</td>\n",
       "      <td>4567.51</td>\n",
       "      <td>4600.20</td>\n",
       "      <td>4563.18</td>\n",
       "      <td>2.0</td>\n",
       "      <td>276</td>\n",
       "      <td>9.638796</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>78</td>\n",
       "      <td>8.89</td>\n",
       "      <td>-6.4</td>\n",
       "      <td>362</td>\n",
       "      <td>42.58</td>\n",
       "      <td>42.28</td>\n",
       "      <td>42.45</td>\n",
       "      <td>43.00</td>\n",
       "      <td>666</td>\n",
       "      <td>659</td>\n",
       "      <td>659</td>\n",
       "      <td>6.83</td>\n",
       "      <td>6.93</td>\n",
       "      <td>7.02</td>\n",
       "      <td>4548.78</td>\n",
       "      <td>4566.87</td>\n",
       "      <td>4626.18</td>\n",
       "      <td>4580.61</td>\n",
       "      <td>2.3</td>\n",
       "      <td>277</td>\n",
       "      <td>9.666952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>79</td>\n",
       "      <td>8.58</td>\n",
       "      <td>-6.4</td>\n",
       "      <td>364</td>\n",
       "      <td>42.58</td>\n",
       "      <td>41.97</td>\n",
       "      <td>42.58</td>\n",
       "      <td>43.19</td>\n",
       "      <td>662</td>\n",
       "      <td>662</td>\n",
       "      <td>662</td>\n",
       "      <td>6.85</td>\n",
       "      <td>6.95</td>\n",
       "      <td>7.05</td>\n",
       "      <td>4534.70</td>\n",
       "      <td>4600.90</td>\n",
       "      <td>4667.10</td>\n",
       "      <td>4600.90</td>\n",
       "      <td>2.3</td>\n",
       "      <td>277</td>\n",
       "      <td>9.672834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>80</td>\n",
       "      <td>8.68</td>\n",
       "      <td>-6.4</td>\n",
       "      <td>365</td>\n",
       "      <td>42.49</td>\n",
       "      <td>42.15</td>\n",
       "      <td>42.51</td>\n",
       "      <td>42.80</td>\n",
       "      <td>663</td>\n",
       "      <td>662</td>\n",
       "      <td>659</td>\n",
       "      <td>6.89</td>\n",
       "      <td>6.96</td>\n",
       "      <td>7.04</td>\n",
       "      <td>4568.07</td>\n",
       "      <td>4607.52</td>\n",
       "      <td>4639.36</td>\n",
       "      <td>4604.98</td>\n",
       "      <td>3.2</td>\n",
       "      <td>278</td>\n",
       "      <td>9.696061</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>84</td>\n",
       "      <td>8.16</td>\n",
       "      <td>-5.7</td>\n",
       "      <td>372</td>\n",
       "      <td>42.19</td>\n",
       "      <td>41.79</td>\n",
       "      <td>41.96</td>\n",
       "      <td>42.80</td>\n",
       "      <td>663</td>\n",
       "      <td>661</td>\n",
       "      <td>661</td>\n",
       "      <td>6.95</td>\n",
       "      <td>7.00</td>\n",
       "      <td>7.14</td>\n",
       "      <td>4607.85</td>\n",
       "      <td>4627.00</td>\n",
       "      <td>4719.54</td>\n",
       "      <td>4651.46</td>\n",
       "      <td>1.7</td>\n",
       "      <td>282</td>\n",
       "      <td>9.780475</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>87</td>\n",
       "      <td>8.64</td>\n",
       "      <td>-6.2</td>\n",
       "      <td>374</td>\n",
       "      <td>42.11</td>\n",
       "      <td>41.74</td>\n",
       "      <td>42.03</td>\n",
       "      <td>42.56</td>\n",
       "      <td>664</td>\n",
       "      <td>663</td>\n",
       "      <td>661</td>\n",
       "      <td>6.98</td>\n",
       "      <td>7.04</td>\n",
       "      <td>7.15</td>\n",
       "      <td>4634.72</td>\n",
       "      <td>4667.52</td>\n",
       "      <td>4726.15</td>\n",
       "      <td>4676.13</td>\n",
       "      <td>2.8</td>\n",
       "      <td>277</td>\n",
       "      <td>9.834537</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>88</td>\n",
       "      <td>9.09</td>\n",
       "      <td>-5.8</td>\n",
       "      <td>374</td>\n",
       "      <td>41.95</td>\n",
       "      <td>41.43</td>\n",
       "      <td>41.79</td>\n",
       "      <td>42.62</td>\n",
       "      <td>663</td>\n",
       "      <td>663</td>\n",
       "      <td>663</td>\n",
       "      <td>6.95</td>\n",
       "      <td>7.01</td>\n",
       "      <td>7.15</td>\n",
       "      <td>4607.85</td>\n",
       "      <td>4647.63</td>\n",
       "      <td>4740.45</td>\n",
       "      <td>4665.31</td>\n",
       "      <td>3.6</td>\n",
       "      <td>264</td>\n",
       "      <td>9.806276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>90</td>\n",
       "      <td>9.81</td>\n",
       "      <td>-5.2</td>\n",
       "      <td>376</td>\n",
       "      <td>41.76</td>\n",
       "      <td>41.52</td>\n",
       "      <td>41.74</td>\n",
       "      <td>42.03</td>\n",
       "      <td>665</td>\n",
       "      <td>660</td>\n",
       "      <td>658</td>\n",
       "      <td>7.00</td>\n",
       "      <td>7.09</td>\n",
       "      <td>7.16</td>\n",
       "      <td>4655.00</td>\n",
       "      <td>4679.40</td>\n",
       "      <td>4711.28</td>\n",
       "      <td>4681.89</td>\n",
       "      <td>1.7</td>\n",
       "      <td>276</td>\n",
       "      <td>9.896071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>91</td>\n",
       "      <td>9.93</td>\n",
       "      <td>-5.4</td>\n",
       "      <td>376</td>\n",
       "      <td>41.59</td>\n",
       "      <td>41.02</td>\n",
       "      <td>41.54</td>\n",
       "      <td>42.19</td>\n",
       "      <td>661</td>\n",
       "      <td>659</td>\n",
       "      <td>660</td>\n",
       "      <td>6.96</td>\n",
       "      <td>7.07</td>\n",
       "      <td>7.17</td>\n",
       "      <td>4600.56</td>\n",
       "      <td>4659.13</td>\n",
       "      <td>4732.20</td>\n",
       "      <td>4663.96</td>\n",
       "      <td>2.6</td>\n",
       "      <td>268</td>\n",
       "      <td>9.820114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>92</td>\n",
       "      <td>9.93</td>\n",
       "      <td>-5.3</td>\n",
       "      <td>376</td>\n",
       "      <td>41.57</td>\n",
       "      <td>41.20</td>\n",
       "      <td>41.49</td>\n",
       "      <td>42.01</td>\n",
       "      <td>663</td>\n",
       "      <td>660</td>\n",
       "      <td>658</td>\n",
       "      <td>6.97</td>\n",
       "      <td>7.05</td>\n",
       "      <td>7.16</td>\n",
       "      <td>4621.11</td>\n",
       "      <td>4653.00</td>\n",
       "      <td>4711.28</td>\n",
       "      <td>4661.80</td>\n",
       "      <td>2.1</td>\n",
       "      <td>282</td>\n",
       "      <td>9.838550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>93</td>\n",
       "      <td>10.33</td>\n",
       "      <td>-5.4</td>\n",
       "      <td>374</td>\n",
       "      <td>41.66</td>\n",
       "      <td>41.48</td>\n",
       "      <td>41.34</td>\n",
       "      <td>42.17</td>\n",
       "      <td>661</td>\n",
       "      <td>656</td>\n",
       "      <td>658</td>\n",
       "      <td>7.01</td>\n",
       "      <td>7.04</td>\n",
       "      <td>7.16</td>\n",
       "      <td>4633.61</td>\n",
       "      <td>4618.24</td>\n",
       "      <td>4711.28</td>\n",
       "      <td>4654.38</td>\n",
       "      <td>1.7</td>\n",
       "      <td>270</td>\n",
       "      <td>9.854280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>94</td>\n",
       "      <td>10.31</td>\n",
       "      <td>-4.9</td>\n",
       "      <td>375</td>\n",
       "      <td>41.64</td>\n",
       "      <td>41.25</td>\n",
       "      <td>41.48</td>\n",
       "      <td>42.19</td>\n",
       "      <td>662</td>\n",
       "      <td>659</td>\n",
       "      <td>659</td>\n",
       "      <td>6.98</td>\n",
       "      <td>7.05</td>\n",
       "      <td>7.17</td>\n",
       "      <td>4620.76</td>\n",
       "      <td>4645.95</td>\n",
       "      <td>4725.03</td>\n",
       "      <td>4663.91</td>\n",
       "      <td>3.1</td>\n",
       "      <td>280</td>\n",
       "      <td>9.837433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>97</td>\n",
       "      <td>10.05</td>\n",
       "      <td>-5.0</td>\n",
       "      <td>374</td>\n",
       "      <td>41.62</td>\n",
       "      <td>41.23</td>\n",
       "      <td>41.51</td>\n",
       "      <td>42.11</td>\n",
       "      <td>663</td>\n",
       "      <td>660</td>\n",
       "      <td>660</td>\n",
       "      <td>6.94</td>\n",
       "      <td>7.02</td>\n",
       "      <td>7.12</td>\n",
       "      <td>4601.22</td>\n",
       "      <td>4633.20</td>\n",
       "      <td>4699.20</td>\n",
       "      <td>4644.54</td>\n",
       "      <td>2.2</td>\n",
       "      <td>278</td>\n",
       "      <td>9.801535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>99</td>\n",
       "      <td>9.74</td>\n",
       "      <td>-5.0</td>\n",
       "      <td>373</td>\n",
       "      <td>41.76</td>\n",
       "      <td>41.27</td>\n",
       "      <td>41.68</td>\n",
       "      <td>42.33</td>\n",
       "      <td>663</td>\n",
       "      <td>661</td>\n",
       "      <td>661</td>\n",
       "      <td>6.92</td>\n",
       "      <td>7.01</td>\n",
       "      <td>7.12</td>\n",
       "      <td>4587.96</td>\n",
       "      <td>4633.61</td>\n",
       "      <td>4706.32</td>\n",
       "      <td>4642.63</td>\n",
       "      <td>3.3</td>\n",
       "      <td>243</td>\n",
       "      <td>9.775180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>101</td>\n",
       "      <td>9.95</td>\n",
       "      <td>-4.7</td>\n",
       "      <td>370</td>\n",
       "      <td>42.16</td>\n",
       "      <td>41.99</td>\n",
       "      <td>41.98</td>\n",
       "      <td>42.52</td>\n",
       "      <td>663</td>\n",
       "      <td>661</td>\n",
       "      <td>661</td>\n",
       "      <td>6.99</td>\n",
       "      <td>7.01</td>\n",
       "      <td>7.10</td>\n",
       "      <td>4634.37</td>\n",
       "      <td>4633.61</td>\n",
       "      <td>4693.10</td>\n",
       "      <td>4653.69</td>\n",
       "      <td>2.7</td>\n",
       "      <td>270</td>\n",
       "      <td>9.831033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>105</td>\n",
       "      <td>9.64</td>\n",
       "      <td>-4.5</td>\n",
       "      <td>362</td>\n",
       "      <td>42.47</td>\n",
       "      <td>42.10</td>\n",
       "      <td>42.48</td>\n",
       "      <td>42.84</td>\n",
       "      <td>663</td>\n",
       "      <td>664</td>\n",
       "      <td>661</td>\n",
       "      <td>6.85</td>\n",
       "      <td>6.90</td>\n",
       "      <td>6.99</td>\n",
       "      <td>4541.55</td>\n",
       "      <td>4581.60</td>\n",
       "      <td>4620.39</td>\n",
       "      <td>4581.18</td>\n",
       "      <td>2.5</td>\n",
       "      <td>253</td>\n",
       "      <td>9.665021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>106</td>\n",
       "      <td>10.01</td>\n",
       "      <td>-4.7</td>\n",
       "      <td>358</td>\n",
       "      <td>42.45</td>\n",
       "      <td>42.15</td>\n",
       "      <td>42.52</td>\n",
       "      <td>42.70</td>\n",
       "      <td>663</td>\n",
       "      <td>664</td>\n",
       "      <td>660</td>\n",
       "      <td>6.79</td>\n",
       "      <td>6.84</td>\n",
       "      <td>6.91</td>\n",
       "      <td>4501.77</td>\n",
       "      <td>4541.76</td>\n",
       "      <td>4560.60</td>\n",
       "      <td>4534.71</td>\n",
       "      <td>2.2</td>\n",
       "      <td>268</td>\n",
       "      <td>9.595370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>113</td>\n",
       "      <td>9.35</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>341</td>\n",
       "      <td>42.93</td>\n",
       "      <td>42.51</td>\n",
       "      <td>42.72</td>\n",
       "      <td>43.57</td>\n",
       "      <td>668</td>\n",
       "      <td>664</td>\n",
       "      <td>664</td>\n",
       "      <td>6.46</td>\n",
       "      <td>6.53</td>\n",
       "      <td>6.66</td>\n",
       "      <td>4315.28</td>\n",
       "      <td>4335.92</td>\n",
       "      <td>4422.24</td>\n",
       "      <td>4357.81</td>\n",
       "      <td>3.8</td>\n",
       "      <td>268</td>\n",
       "      <td>9.202731</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>114</td>\n",
       "      <td>9.30</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>339</td>\n",
       "      <td>43.24</td>\n",
       "      <td>42.91</td>\n",
       "      <td>43.04</td>\n",
       "      <td>43.77</td>\n",
       "      <td>667</td>\n",
       "      <td>664</td>\n",
       "      <td>665</td>\n",
       "      <td>6.49</td>\n",
       "      <td>6.54</td>\n",
       "      <td>6.64</td>\n",
       "      <td>4328.83</td>\n",
       "      <td>4342.56</td>\n",
       "      <td>4415.60</td>\n",
       "      <td>4362.33</td>\n",
       "      <td>2.2</td>\n",
       "      <td>258</td>\n",
       "      <td>9.223527</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>115</td>\n",
       "      <td>8.93</td>\n",
       "      <td>-4.3</td>\n",
       "      <td>336</td>\n",
       "      <td>43.35</td>\n",
       "      <td>43.01</td>\n",
       "      <td>43.02</td>\n",
       "      <td>44.02</td>\n",
       "      <td>669</td>\n",
       "      <td>665</td>\n",
       "      <td>666</td>\n",
       "      <td>6.42</td>\n",
       "      <td>6.46</td>\n",
       "      <td>6.60</td>\n",
       "      <td>4294.98</td>\n",
       "      <td>4295.90</td>\n",
       "      <td>4395.60</td>\n",
       "      <td>4328.83</td>\n",
       "      <td>3.0</td>\n",
       "      <td>277</td>\n",
       "      <td>9.145245</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>117</td>\n",
       "      <td>8.26</td>\n",
       "      <td>-3.5</td>\n",
       "      <td>330</td>\n",
       "      <td>44.17</td>\n",
       "      <td>43.63</td>\n",
       "      <td>44.10</td>\n",
       "      <td>44.78</td>\n",
       "      <td>667</td>\n",
       "      <td>668</td>\n",
       "      <td>670</td>\n",
       "      <td>6.40</td>\n",
       "      <td>6.46</td>\n",
       "      <td>6.54</td>\n",
       "      <td>4268.80</td>\n",
       "      <td>4315.28</td>\n",
       "      <td>4381.80</td>\n",
       "      <td>4321.96</td>\n",
       "      <td>4.2</td>\n",
       "      <td>277</td>\n",
       "      <td>9.101057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>119</td>\n",
       "      <td>7.68</td>\n",
       "      <td>-4.1</td>\n",
       "      <td>324</td>\n",
       "      <td>44.60</td>\n",
       "      <td>44.37</td>\n",
       "      <td>44.65</td>\n",
       "      <td>44.79</td>\n",
       "      <td>673</td>\n",
       "      <td>673</td>\n",
       "      <td>671</td>\n",
       "      <td>6.32</td>\n",
       "      <td>6.36</td>\n",
       "      <td>6.40</td>\n",
       "      <td>4253.36</td>\n",
       "      <td>4280.28</td>\n",
       "      <td>4294.40</td>\n",
       "      <td>4276.01</td>\n",
       "      <td>4.6</td>\n",
       "      <td>274</td>\n",
       "      <td>9.016137</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>122</td>\n",
       "      <td>7.03</td>\n",
       "      <td>-3.9</td>\n",
       "      <td>316</td>\n",
       "      <td>44.70</td>\n",
       "      <td>44.22</td>\n",
       "      <td>44.58</td>\n",
       "      <td>45.30</td>\n",
       "      <td>673</td>\n",
       "      <td>674</td>\n",
       "      <td>673</td>\n",
       "      <td>6.13</td>\n",
       "      <td>6.17</td>\n",
       "      <td>6.28</td>\n",
       "      <td>4125.49</td>\n",
       "      <td>4158.58</td>\n",
       "      <td>4226.44</td>\n",
       "      <td>4170.17</td>\n",
       "      <td>5.9</td>\n",
       "      <td>288</td>\n",
       "      <td>8.799823</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>123</td>\n",
       "      <td>6.76</td>\n",
       "      <td>-3.9</td>\n",
       "      <td>309</td>\n",
       "      <td>45.68</td>\n",
       "      <td>45.11</td>\n",
       "      <td>45.62</td>\n",
       "      <td>46.30</td>\n",
       "      <td>675</td>\n",
       "      <td>675</td>\n",
       "      <td>674</td>\n",
       "      <td>6.09</td>\n",
       "      <td>6.16</td>\n",
       "      <td>6.26</td>\n",
       "      <td>4110.75</td>\n",
       "      <td>4158.00</td>\n",
       "      <td>4219.24</td>\n",
       "      <td>4162.66</td>\n",
       "      <td>5.8</td>\n",
       "      <td>275</td>\n",
       "      <td>8.772716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>124</td>\n",
       "      <td>6.76</td>\n",
       "      <td>-3.7</td>\n",
       "      <td>300</td>\n",
       "      <td>46.51</td>\n",
       "      <td>46.45</td>\n",
       "      <td>46.24</td>\n",
       "      <td>46.85</td>\n",
       "      <td>676</td>\n",
       "      <td>674</td>\n",
       "      <td>674</td>\n",
       "      <td>6.08</td>\n",
       "      <td>6.07</td>\n",
       "      <td>6.15</td>\n",
       "      <td>4110.08</td>\n",
       "      <td>4091.18</td>\n",
       "      <td>4145.10</td>\n",
       "      <td>4115.45</td>\n",
       "      <td>3.1</td>\n",
       "      <td>283</td>\n",
       "      <td>8.686781</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>125</td>\n",
       "      <td>6.78</td>\n",
       "      <td>-4.1</td>\n",
       "      <td>298</td>\n",
       "      <td>45.79</td>\n",
       "      <td>45.59</td>\n",
       "      <td>45.55</td>\n",
       "      <td>46.25</td>\n",
       "      <td>678</td>\n",
       "      <td>674</td>\n",
       "      <td>673</td>\n",
       "      <td>5.91</td>\n",
       "      <td>5.94</td>\n",
       "      <td>6.04</td>\n",
       "      <td>4006.98</td>\n",
       "      <td>4003.56</td>\n",
       "      <td>4064.92</td>\n",
       "      <td>4025.15</td>\n",
       "      <td>4.9</td>\n",
       "      <td>277</td>\n",
       "      <td>8.500605</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>126</td>\n",
       "      <td>6.57</td>\n",
       "      <td>-3.7</td>\n",
       "      <td>290</td>\n",
       "      <td>46.17</td>\n",
       "      <td>45.41</td>\n",
       "      <td>46.02</td>\n",
       "      <td>47.08</td>\n",
       "      <td>675</td>\n",
       "      <td>677</td>\n",
       "      <td>674</td>\n",
       "      <td>5.75</td>\n",
       "      <td>5.81</td>\n",
       "      <td>5.97</td>\n",
       "      <td>3881.25</td>\n",
       "      <td>3933.37</td>\n",
       "      <td>4023.78</td>\n",
       "      <td>3946.13</td>\n",
       "      <td>3.9</td>\n",
       "      <td>271</td>\n",
       "      <td>8.305985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>127</td>\n",
       "      <td>6.50</td>\n",
       "      <td>-3.7</td>\n",
       "      <td>287</td>\n",
       "      <td>46.89</td>\n",
       "      <td>46.58</td>\n",
       "      <td>46.92</td>\n",
       "      <td>47.17</td>\n",
       "      <td>678</td>\n",
       "      <td>676</td>\n",
       "      <td>675</td>\n",
       "      <td>5.81</td>\n",
       "      <td>5.87</td>\n",
       "      <td>5.91</td>\n",
       "      <td>3939.18</td>\n",
       "      <td>3968.12</td>\n",
       "      <td>3989.25</td>\n",
       "      <td>3965.52</td>\n",
       "      <td>5.6</td>\n",
       "      <td>258</td>\n",
       "      <td>8.369689</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>131</td>\n",
       "      <td>5.81</td>\n",
       "      <td>-3.5</td>\n",
       "      <td>274</td>\n",
       "      <td>47.84</td>\n",
       "      <td>47.46</td>\n",
       "      <td>47.88</td>\n",
       "      <td>48.19</td>\n",
       "      <td>679</td>\n",
       "      <td>679</td>\n",
       "      <td>675</td>\n",
       "      <td>5.63</td>\n",
       "      <td>5.68</td>\n",
       "      <td>5.75</td>\n",
       "      <td>3822.77</td>\n",
       "      <td>3856.72</td>\n",
       "      <td>3881.25</td>\n",
       "      <td>3853.58</td>\n",
       "      <td>5.0</td>\n",
       "      <td>281</td>\n",
       "      <td>8.129786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>133</td>\n",
       "      <td>5.56</td>\n",
       "      <td>-3.8</td>\n",
       "      <td>267</td>\n",
       "      <td>48.41</td>\n",
       "      <td>48.08</td>\n",
       "      <td>48.21</td>\n",
       "      <td>48.95</td>\n",
       "      <td>683</td>\n",
       "      <td>680</td>\n",
       "      <td>677</td>\n",
       "      <td>5.52</td>\n",
       "      <td>5.56</td>\n",
       "      <td>5.67</td>\n",
       "      <td>3770.16</td>\n",
       "      <td>3780.80</td>\n",
       "      <td>3838.59</td>\n",
       "      <td>3796.52</td>\n",
       "      <td>5.1</td>\n",
       "      <td>279</td>\n",
       "      <td>8.014507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>134</td>\n",
       "      <td>5.56</td>\n",
       "      <td>-3.8</td>\n",
       "      <td>267</td>\n",
       "      <td>48.41</td>\n",
       "      <td>48.08</td>\n",
       "      <td>48.21</td>\n",
       "      <td>48.95</td>\n",
       "      <td>683</td>\n",
       "      <td>680</td>\n",
       "      <td>677</td>\n",
       "      <td>5.52</td>\n",
       "      <td>5.56</td>\n",
       "      <td>5.67</td>\n",
       "      <td>3770.16</td>\n",
       "      <td>3780.80</td>\n",
       "      <td>3838.59</td>\n",
       "      <td>3796.52</td>\n",
       "      <td>5.1</td>\n",
       "      <td>279</td>\n",
       "      <td>8.014507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>136</td>\n",
       "      <td>5.78</td>\n",
       "      <td>-3.3</td>\n",
       "      <td>254</td>\n",
       "      <td>49.57</td>\n",
       "      <td>49.53</td>\n",
       "      <td>49.48</td>\n",
       "      <td>49.69</td>\n",
       "      <td>681</td>\n",
       "      <td>679</td>\n",
       "      <td>677</td>\n",
       "      <td>5.43</td>\n",
       "      <td>5.44</td>\n",
       "      <td>5.48</td>\n",
       "      <td>3697.83</td>\n",
       "      <td>3693.76</td>\n",
       "      <td>3709.96</td>\n",
       "      <td>3700.52</td>\n",
       "      <td>4.4</td>\n",
       "      <td>266</td>\n",
       "      <td>7.823631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>141</td>\n",
       "      <td>5.29</td>\n",
       "      <td>-3.3</td>\n",
       "      <td>236</td>\n",
       "      <td>50.68</td>\n",
       "      <td>50.11</td>\n",
       "      <td>50.16</td>\n",
       "      <td>51.77</td>\n",
       "      <td>683</td>\n",
       "      <td>681</td>\n",
       "      <td>679</td>\n",
       "      <td>5.08</td>\n",
       "      <td>5.10</td>\n",
       "      <td>5.28</td>\n",
       "      <td>3469.64</td>\n",
       "      <td>3473.10</td>\n",
       "      <td>3585.12</td>\n",
       "      <td>3509.29</td>\n",
       "      <td>3.8</td>\n",
       "      <td>267</td>\n",
       "      <td>7.408896</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>145</td>\n",
       "      <td>4.83</td>\n",
       "      <td>-3.4</td>\n",
       "      <td>203</td>\n",
       "      <td>55.05</td>\n",
       "      <td>54.86</td>\n",
       "      <td>54.74</td>\n",
       "      <td>55.55</td>\n",
       "      <td>684</td>\n",
       "      <td>681</td>\n",
       "      <td>684</td>\n",
       "      <td>4.77</td>\n",
       "      <td>4.78</td>\n",
       "      <td>4.83</td>\n",
       "      <td>3262.68</td>\n",
       "      <td>3255.18</td>\n",
       "      <td>3303.72</td>\n",
       "      <td>3273.86</td>\n",
       "      <td>5.0</td>\n",
       "      <td>281</td>\n",
       "      <td>6.968055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>147</td>\n",
       "      <td>4.56</td>\n",
       "      <td>-3.2</td>\n",
       "      <td>195</td>\n",
       "      <td>55.86</td>\n",
       "      <td>55.41</td>\n",
       "      <td>55.69</td>\n",
       "      <td>56.49</td>\n",
       "      <td>683</td>\n",
       "      <td>682</td>\n",
       "      <td>683</td>\n",
       "      <td>4.63</td>\n",
       "      <td>4.66</td>\n",
       "      <td>4.72</td>\n",
       "      <td>3162.29</td>\n",
       "      <td>3178.12</td>\n",
       "      <td>3223.76</td>\n",
       "      <td>3188.06</td>\n",
       "      <td>3.3</td>\n",
       "      <td>278</td>\n",
       "      <td>6.769757</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>149</td>\n",
       "      <td>4.53</td>\n",
       "      <td>-3.2</td>\n",
       "      <td>180</td>\n",
       "      <td>58.56</td>\n",
       "      <td>58.43</td>\n",
       "      <td>58.43</td>\n",
       "      <td>58.82</td>\n",
       "      <td>684</td>\n",
       "      <td>684</td>\n",
       "      <td>684</td>\n",
       "      <td>4.50</td>\n",
       "      <td>4.50</td>\n",
       "      <td>4.53</td>\n",
       "      <td>3078.00</td>\n",
       "      <td>3078.00</td>\n",
       "      <td>3098.52</td>\n",
       "      <td>3084.84</td>\n",
       "      <td>3.7</td>\n",
       "      <td>274</td>\n",
       "      <td>6.569853</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>150</td>\n",
       "      <td>4.45</td>\n",
       "      <td>-3.2</td>\n",
       "      <td>177</td>\n",
       "      <td>58.71</td>\n",
       "      <td>58.47</td>\n",
       "      <td>58.26</td>\n",
       "      <td>59.40</td>\n",
       "      <td>685</td>\n",
       "      <td>681</td>\n",
       "      <td>682</td>\n",
       "      <td>4.42</td>\n",
       "      <td>4.43</td>\n",
       "      <td>4.51</td>\n",
       "      <td>3027.70</td>\n",
       "      <td>3016.83</td>\n",
       "      <td>3075.82</td>\n",
       "      <td>3040.12</td>\n",
       "      <td>2.8</td>\n",
       "      <td>280</td>\n",
       "      <td>6.476832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>156</td>\n",
       "      <td>2.70</td>\n",
       "      <td>-3.4</td>\n",
       "      <td>133</td>\n",
       "      <td>67.89</td>\n",
       "      <td>67.25</td>\n",
       "      <td>67.76</td>\n",
       "      <td>68.67</td>\n",
       "      <td>688</td>\n",
       "      <td>686</td>\n",
       "      <td>688</td>\n",
       "      <td>3.78</td>\n",
       "      <td>3.82</td>\n",
       "      <td>3.86</td>\n",
       "      <td>2600.64</td>\n",
       "      <td>2620.52</td>\n",
       "      <td>2655.68</td>\n",
       "      <td>2625.61</td>\n",
       "      <td>3.6</td>\n",
       "      <td>277</td>\n",
       "      <td>5.563533</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>157</td>\n",
       "      <td>2.31</td>\n",
       "      <td>-3.4</td>\n",
       "      <td>126</td>\n",
       "      <td>69.74</td>\n",
       "      <td>69.21</td>\n",
       "      <td>69.49</td>\n",
       "      <td>70.52</td>\n",
       "      <td>690</td>\n",
       "      <td>689</td>\n",
       "      <td>688</td>\n",
       "      <td>3.67</td>\n",
       "      <td>3.69</td>\n",
       "      <td>3.75</td>\n",
       "      <td>2532.30</td>\n",
       "      <td>2542.41</td>\n",
       "      <td>2580.00</td>\n",
       "      <td>2551.57</td>\n",
       "      <td>4.7</td>\n",
       "      <td>259</td>\n",
       "      <td>5.403955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>158</td>\n",
       "      <td>1.85</td>\n",
       "      <td>-3.4</td>\n",
       "      <td>124</td>\n",
       "      <td>69.01</td>\n",
       "      <td>67.86</td>\n",
       "      <td>68.05</td>\n",
       "      <td>71.12</td>\n",
       "      <td>695</td>\n",
       "      <td>693</td>\n",
       "      <td>691</td>\n",
       "      <td>3.51</td>\n",
       "      <td>3.53</td>\n",
       "      <td>3.70</td>\n",
       "      <td>2439.45</td>\n",
       "      <td>2446.29</td>\n",
       "      <td>2556.70</td>\n",
       "      <td>2480.81</td>\n",
       "      <td>3.8</td>\n",
       "      <td>250</td>\n",
       "      <td>5.200860</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>160</td>\n",
       "      <td>1.47</td>\n",
       "      <td>-3.4</td>\n",
       "      <td>100</td>\n",
       "      <td>79.25</td>\n",
       "      <td>79.21</td>\n",
       "      <td>78.75</td>\n",
       "      <td>79.80</td>\n",
       "      <td>695</td>\n",
       "      <td>693</td>\n",
       "      <td>698</td>\n",
       "      <td>3.30</td>\n",
       "      <td>3.29</td>\n",
       "      <td>3.31</td>\n",
       "      <td>2293.50</td>\n",
       "      <td>2279.97</td>\n",
       "      <td>2310.38</td>\n",
       "      <td>2294.62</td>\n",
       "      <td>3.8</td>\n",
       "      <td>275</td>\n",
       "      <td>4.828878</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>164</td>\n",
       "      <td>1.91</td>\n",
       "      <td>-3.4</td>\n",
       "      <td>20</td>\n",
       "      <td>333.15</td>\n",
       "      <td>320.97</td>\n",
       "      <td>331.95</td>\n",
       "      <td>346.53</td>\n",
       "      <td>692</td>\n",
       "      <td>695</td>\n",
       "      <td>693</td>\n",
       "      <td>2.69</td>\n",
       "      <td>2.77</td>\n",
       "      <td>2.90</td>\n",
       "      <td>1861.48</td>\n",
       "      <td>1925.15</td>\n",
       "      <td>2009.70</td>\n",
       "      <td>1932.11</td>\n",
       "      <td>2.7</td>\n",
       "      <td>263</td>\n",
       "      <td>3.943036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>166</td>\n",
       "      <td>1.56</td>\n",
       "      <td>-3.4</td>\n",
       "      <td>16</td>\n",
       "      <td>378.57</td>\n",
       "      <td>375.77</td>\n",
       "      <td>377.26</td>\n",
       "      <td>382.67</td>\n",
       "      <td>691</td>\n",
       "      <td>691</td>\n",
       "      <td>690</td>\n",
       "      <td>2.52</td>\n",
       "      <td>2.53</td>\n",
       "      <td>2.57</td>\n",
       "      <td>1741.32</td>\n",
       "      <td>1748.23</td>\n",
       "      <td>1773.30</td>\n",
       "      <td>1754.28</td>\n",
       "      <td>2.5</td>\n",
       "      <td>243</td>\n",
       "      <td>3.581688</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>169</td>\n",
       "      <td>0.74</td>\n",
       "      <td>-3.5</td>\n",
       "      <td>14</td>\n",
       "      <td>388.89</td>\n",
       "      <td>390.22</td>\n",
       "      <td>388.51</td>\n",
       "      <td>387.95</td>\n",
       "      <td>692</td>\n",
       "      <td>692</td>\n",
       "      <td>691</td>\n",
       "      <td>2.28</td>\n",
       "      <td>2.27</td>\n",
       "      <td>2.27</td>\n",
       "      <td>1577.76</td>\n",
       "      <td>1570.84</td>\n",
       "      <td>1568.57</td>\n",
       "      <td>1572.39</td>\n",
       "      <td>3.3</td>\n",
       "      <td>264</td>\n",
       "      <td>3.186497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>170</td>\n",
       "      <td>0.37</td>\n",
       "      <td>-3.5</td>\n",
       "      <td>12</td>\n",
       "      <td>431.22</td>\n",
       "      <td>436.58</td>\n",
       "      <td>425.85</td>\n",
       "      <td>431.22</td>\n",
       "      <td>690</td>\n",
       "      <td>692</td>\n",
       "      <td>691</td>\n",
       "      <td>2.19</td>\n",
       "      <td>2.13</td>\n",
       "      <td>2.16</td>\n",
       "      <td>1511.10</td>\n",
       "      <td>1473.96</td>\n",
       "      <td>1492.56</td>\n",
       "      <td>1492.54</td>\n",
       "      <td>2.4</td>\n",
       "      <td>282</td>\n",
       "      <td>2.981898</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>171</td>\n",
       "      <td>-0.43</td>\n",
       "      <td>-3.6</td>\n",
       "      <td>11</td>\n",
       "      <td>420.39</td>\n",
       "      <td>411.56</td>\n",
       "      <td>407.80</td>\n",
       "      <td>441.79</td>\n",
       "      <td>689</td>\n",
       "      <td>690</td>\n",
       "      <td>692</td>\n",
       "      <td>1.89</td>\n",
       "      <td>1.87</td>\n",
       "      <td>2.02</td>\n",
       "      <td>1302.21</td>\n",
       "      <td>1290.30</td>\n",
       "      <td>1397.84</td>\n",
       "      <td>1330.12</td>\n",
       "      <td>3.1</td>\n",
       "      <td>279</td>\n",
       "      <td>2.570409</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>172</td>\n",
       "      <td>-1.02</td>\n",
       "      <td>-3.8</td>\n",
       "      <td>9</td>\n",
       "      <td>478.22</td>\n",
       "      <td>481.31</td>\n",
       "      <td>478.65</td>\n",
       "      <td>474.71</td>\n",
       "      <td>687</td>\n",
       "      <td>687</td>\n",
       "      <td>689</td>\n",
       "      <td>1.81</td>\n",
       "      <td>1.80</td>\n",
       "      <td>1.78</td>\n",
       "      <td>1243.47</td>\n",
       "      <td>1236.60</td>\n",
       "      <td>1226.42</td>\n",
       "      <td>1235.50</td>\n",
       "      <td>2.8</td>\n",
       "      <td>285</td>\n",
       "      <td>2.373425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>173</td>\n",
       "      <td>-1.56</td>\n",
       "      <td>-3.9</td>\n",
       "      <td>8</td>\n",
       "      <td>517.01</td>\n",
       "      <td>510.99</td>\n",
       "      <td>517.75</td>\n",
       "      <td>522.27</td>\n",
       "      <td>689</td>\n",
       "      <td>690</td>\n",
       "      <td>692</td>\n",
       "      <td>1.70</td>\n",
       "      <td>1.72</td>\n",
       "      <td>1.73</td>\n",
       "      <td>1171.30</td>\n",
       "      <td>1186.80</td>\n",
       "      <td>1197.16</td>\n",
       "      <td>1185.09</td>\n",
       "      <td>2.9</td>\n",
       "      <td>271</td>\n",
       "      <td>2.239783</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>174</td>\n",
       "      <td>-2.31</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>7</td>\n",
       "      <td>544.62</td>\n",
       "      <td>553.69</td>\n",
       "      <td>541.79</td>\n",
       "      <td>538.37</td>\n",
       "      <td>688</td>\n",
       "      <td>686</td>\n",
       "      <td>686</td>\n",
       "      <td>1.61</td>\n",
       "      <td>1.58</td>\n",
       "      <td>1.57</td>\n",
       "      <td>1107.68</td>\n",
       "      <td>1083.88</td>\n",
       "      <td>1077.02</td>\n",
       "      <td>1089.53</td>\n",
       "      <td>2.0</td>\n",
       "      <td>266</td>\n",
       "      <td>2.049708</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>175</td>\n",
       "      <td>-3.47</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>6</td>\n",
       "      <td>550.05</td>\n",
       "      <td>509.76</td>\n",
       "      <td>540.56</td>\n",
       "      <td>599.83</td>\n",
       "      <td>691</td>\n",
       "      <td>689</td>\n",
       "      <td>683</td>\n",
       "      <td>1.26</td>\n",
       "      <td>1.34</td>\n",
       "      <td>1.50</td>\n",
       "      <td>870.66</td>\n",
       "      <td>923.26</td>\n",
       "      <td>1024.50</td>\n",
       "      <td>939.47</td>\n",
       "      <td>2.4</td>\n",
       "      <td>266</td>\n",
       "      <td>1.603676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>176</td>\n",
       "      <td>-4.77</td>\n",
       "      <td>-4.1</td>\n",
       "      <td>3</td>\n",
       "      <td>756.45</td>\n",
       "      <td>250.85</td>\n",
       "      <td>1006.33</td>\n",
       "      <td>1012.18</td>\n",
       "      <td>688</td>\n",
       "      <td>690</td>\n",
       "      <td>683</td>\n",
       "      <td>0.31</td>\n",
       "      <td>1.24</td>\n",
       "      <td>1.26</td>\n",
       "      <td>213.28</td>\n",
       "      <td>855.60</td>\n",
       "      <td>860.58</td>\n",
       "      <td>643.15</td>\n",
       "      <td>2.9</td>\n",
       "      <td>266</td>\n",
       "      <td>0.625154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>178</td>\n",
       "      <td>-6.41</td>\n",
       "      <td>-4.4</td>\n",
       "      <td>1</td>\n",
       "      <td>535.52</td>\n",
       "      <td>474.03</td>\n",
       "      <td>471.90</td>\n",
       "      <td>660.66</td>\n",
       "      <td>668</td>\n",
       "      <td>665</td>\n",
       "      <td>665</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.28</td>\n",
       "      <td>133.60</td>\n",
       "      <td>133.00</td>\n",
       "      <td>186.20</td>\n",
       "      <td>150.93</td>\n",
       "      <td>2.1</td>\n",
       "      <td>262</td>\n",
       "      <td>0.146529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>190</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.379993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>199</td>\n",
       "      <td>-6.10</td>\n",
       "      <td>-4.6</td>\n",
       "      <td>15</td>\n",
       "      <td>103.10</td>\n",
       "      <td>86.13</td>\n",
       "      <td>41.35</td>\n",
       "      <td>181.84</td>\n",
       "      <td>486</td>\n",
       "      <td>673</td>\n",
       "      <td>681</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.26</td>\n",
       "      <td>1.13</td>\n",
       "      <td>364.50</td>\n",
       "      <td>174.98</td>\n",
       "      <td>769.53</td>\n",
       "      <td>436.34</td>\n",
       "      <td>4.5</td>\n",
       "      <td>275</td>\n",
       "      <td>0.564661</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>202</td>\n",
       "      <td>-5.46</td>\n",
       "      <td>-4.4</td>\n",
       "      <td>27</td>\n",
       "      <td>87.88</td>\n",
       "      <td>106.34</td>\n",
       "      <td>33.30</td>\n",
       "      <td>124.01</td>\n",
       "      <td>688</td>\n",
       "      <td>687</td>\n",
       "      <td>686</td>\n",
       "      <td>1.18</td>\n",
       "      <td>0.37</td>\n",
       "      <td>1.38</td>\n",
       "      <td>811.84</td>\n",
       "      <td>254.19</td>\n",
       "      <td>946.68</td>\n",
       "      <td>670.90</td>\n",
       "      <td>3.9</td>\n",
       "      <td>265</td>\n",
       "      <td>1.268156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>204</td>\n",
       "      <td>-4.52</td>\n",
       "      <td>-3.9</td>\n",
       "      <td>57</td>\n",
       "      <td>59.50</td>\n",
       "      <td>78.46</td>\n",
       "      <td>20.63</td>\n",
       "      <td>79.41</td>\n",
       "      <td>697</td>\n",
       "      <td>695</td>\n",
       "      <td>694</td>\n",
       "      <td>1.82</td>\n",
       "      <td>0.48</td>\n",
       "      <td>1.85</td>\n",
       "      <td>1268.54</td>\n",
       "      <td>333.60</td>\n",
       "      <td>1283.90</td>\n",
       "      <td>962.01</td>\n",
       "      <td>5.0</td>\n",
       "      <td>279</td>\n",
       "      <td>2.060997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>205</td>\n",
       "      <td>-3.83</td>\n",
       "      <td>-3.9</td>\n",
       "      <td>57</td>\n",
       "      <td>63.23</td>\n",
       "      <td>81.00</td>\n",
       "      <td>25.48</td>\n",
       "      <td>83.20</td>\n",
       "      <td>702</td>\n",
       "      <td>700</td>\n",
       "      <td>695</td>\n",
       "      <td>1.87</td>\n",
       "      <td>0.59</td>\n",
       "      <td>1.94</td>\n",
       "      <td>1312.74</td>\n",
       "      <td>413.00</td>\n",
       "      <td>1348.30</td>\n",
       "      <td>1024.68</td>\n",
       "      <td>4.8</td>\n",
       "      <td>273</td>\n",
       "      <td>2.195669</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>206</td>\n",
       "      <td>-3.45</td>\n",
       "      <td>-3.7</td>\n",
       "      <td>60</td>\n",
       "      <td>50.02</td>\n",
       "      <td>62.16</td>\n",
       "      <td>25.01</td>\n",
       "      <td>62.89</td>\n",
       "      <td>694</td>\n",
       "      <td>689</td>\n",
       "      <td>693</td>\n",
       "      <td>1.53</td>\n",
       "      <td>0.62</td>\n",
       "      <td>1.55</td>\n",
       "      <td>1061.82</td>\n",
       "      <td>427.18</td>\n",
       "      <td>1074.15</td>\n",
       "      <td>854.38</td>\n",
       "      <td>4.2</td>\n",
       "      <td>274</td>\n",
       "      <td>1.768850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>208</td>\n",
       "      <td>-2.95</td>\n",
       "      <td>-3.5</td>\n",
       "      <td>62</td>\n",
       "      <td>52.29</td>\n",
       "      <td>65.44</td>\n",
       "      <td>34.59</td>\n",
       "      <td>56.83</td>\n",
       "      <td>697</td>\n",
       "      <td>695</td>\n",
       "      <td>693</td>\n",
       "      <td>1.66</td>\n",
       "      <td>0.88</td>\n",
       "      <td>1.45</td>\n",
       "      <td>1157.02</td>\n",
       "      <td>611.60</td>\n",
       "      <td>1004.85</td>\n",
       "      <td>924.49</td>\n",
       "      <td>5.1</td>\n",
       "      <td>281</td>\n",
       "      <td>1.978506</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>214</td>\n",
       "      <td>-3.02</td>\n",
       "      <td>-2.9</td>\n",
       "      <td>75</td>\n",
       "      <td>40.30</td>\n",
       "      <td>36.57</td>\n",
       "      <td>39.34</td>\n",
       "      <td>44.98</td>\n",
       "      <td>692</td>\n",
       "      <td>701</td>\n",
       "      <td>697</td>\n",
       "      <td>1.13</td>\n",
       "      <td>1.20</td>\n",
       "      <td>1.38</td>\n",
       "      <td>781.96</td>\n",
       "      <td>841.20</td>\n",
       "      <td>961.86</td>\n",
       "      <td>861.67</td>\n",
       "      <td>4.3</td>\n",
       "      <td>280</td>\n",
       "      <td>1.483914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>215</td>\n",
       "      <td>-2.85</td>\n",
       "      <td>-2.9</td>\n",
       "      <td>81</td>\n",
       "      <td>41.25</td>\n",
       "      <td>39.52</td>\n",
       "      <td>40.54</td>\n",
       "      <td>43.69</td>\n",
       "      <td>697</td>\n",
       "      <td>699</td>\n",
       "      <td>701</td>\n",
       "      <td>1.31</td>\n",
       "      <td>1.34</td>\n",
       "      <td>1.44</td>\n",
       "      <td>913.07</td>\n",
       "      <td>936.66</td>\n",
       "      <td>1009.44</td>\n",
       "      <td>953.06</td>\n",
       "      <td>5.4</td>\n",
       "      <td>266</td>\n",
       "      <td>1.781252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>216</td>\n",
       "      <td>-2.48</td>\n",
       "      <td>-2.8</td>\n",
       "      <td>81</td>\n",
       "      <td>41.37</td>\n",
       "      <td>40.31</td>\n",
       "      <td>40.78</td>\n",
       "      <td>43.02</td>\n",
       "      <td>696</td>\n",
       "      <td>704</td>\n",
       "      <td>696</td>\n",
       "      <td>1.34</td>\n",
       "      <td>1.34</td>\n",
       "      <td>1.43</td>\n",
       "      <td>932.64</td>\n",
       "      <td>943.36</td>\n",
       "      <td>995.28</td>\n",
       "      <td>957.09</td>\n",
       "      <td>5.7</td>\n",
       "      <td>270</td>\n",
       "      <td>1.828330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>218</td>\n",
       "      <td>-2.21</td>\n",
       "      <td>-2.6</td>\n",
       "      <td>97</td>\n",
       "      <td>38.90</td>\n",
       "      <td>37.76</td>\n",
       "      <td>38.12</td>\n",
       "      <td>40.83</td>\n",
       "      <td>698</td>\n",
       "      <td>700</td>\n",
       "      <td>699</td>\n",
       "      <td>1.50</td>\n",
       "      <td>1.51</td>\n",
       "      <td>1.62</td>\n",
       "      <td>1047.00</td>\n",
       "      <td>1057.00</td>\n",
       "      <td>1132.38</td>\n",
       "      <td>1078.79</td>\n",
       "      <td>5.0</td>\n",
       "      <td>280</td>\n",
       "      <td>2.039710</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>219</td>\n",
       "      <td>-2.02</td>\n",
       "      <td>-2.6</td>\n",
       "      <td>100</td>\n",
       "      <td>37.34</td>\n",
       "      <td>38.25</td>\n",
       "      <td>35.57</td>\n",
       "      <td>38.20</td>\n",
       "      <td>697</td>\n",
       "      <td>697</td>\n",
       "      <td>696</td>\n",
       "      <td>1.57</td>\n",
       "      <td>1.46</td>\n",
       "      <td>1.57</td>\n",
       "      <td>1094.29</td>\n",
       "      <td>1017.62</td>\n",
       "      <td>1092.72</td>\n",
       "      <td>1068.21</td>\n",
       "      <td>7.4</td>\n",
       "      <td>281</td>\n",
       "      <td>2.219471</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>222</td>\n",
       "      <td>-1.77</td>\n",
       "      <td>-2.4</td>\n",
       "      <td>111</td>\n",
       "      <td>33.56</td>\n",
       "      <td>32.58</td>\n",
       "      <td>34.07</td>\n",
       "      <td>34.04</td>\n",
       "      <td>695</td>\n",
       "      <td>694</td>\n",
       "      <td>689</td>\n",
       "      <td>1.49</td>\n",
       "      <td>1.56</td>\n",
       "      <td>1.57</td>\n",
       "      <td>1035.55</td>\n",
       "      <td>1082.64</td>\n",
       "      <td>1081.73</td>\n",
       "      <td>1066.64</td>\n",
       "      <td>5.2</td>\n",
       "      <td>277</td>\n",
       "      <td>2.042072</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>223</td>\n",
       "      <td>-1.62</td>\n",
       "      <td>-2.4</td>\n",
       "      <td>118</td>\n",
       "      <td>33.89</td>\n",
       "      <td>34.38</td>\n",
       "      <td>33.78</td>\n",
       "      <td>33.52</td>\n",
       "      <td>700</td>\n",
       "      <td>692</td>\n",
       "      <td>691</td>\n",
       "      <td>1.66</td>\n",
       "      <td>1.65</td>\n",
       "      <td>1.64</td>\n",
       "      <td>1162.00</td>\n",
       "      <td>1141.80</td>\n",
       "      <td>1133.24</td>\n",
       "      <td>1145.68</td>\n",
       "      <td>2.9</td>\n",
       "      <td>276</td>\n",
       "      <td>2.198234</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>224</td>\n",
       "      <td>-1.52</td>\n",
       "      <td>-2.4</td>\n",
       "      <td>121</td>\n",
       "      <td>32.25</td>\n",
       "      <td>31.89</td>\n",
       "      <td>32.53</td>\n",
       "      <td>32.34</td>\n",
       "      <td>691</td>\n",
       "      <td>692</td>\n",
       "      <td>688</td>\n",
       "      <td>1.60</td>\n",
       "      <td>1.63</td>\n",
       "      <td>1.63</td>\n",
       "      <td>1105.60</td>\n",
       "      <td>1127.96</td>\n",
       "      <td>1121.44</td>\n",
       "      <td>1118.33</td>\n",
       "      <td>4.4</td>\n",
       "      <td>277</td>\n",
       "      <td>2.148645</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>226</td>\n",
       "      <td>-1.29</td>\n",
       "      <td>-2.4</td>\n",
       "      <td>124</td>\n",
       "      <td>30.80</td>\n",
       "      <td>30.55</td>\n",
       "      <td>30.75</td>\n",
       "      <td>31.10</td>\n",
       "      <td>692</td>\n",
       "      <td>692</td>\n",
       "      <td>687</td>\n",
       "      <td>1.57</td>\n",
       "      <td>1.58</td>\n",
       "      <td>1.61</td>\n",
       "      <td>1086.44</td>\n",
       "      <td>1093.36</td>\n",
       "      <td>1106.07</td>\n",
       "      <td>1095.29</td>\n",
       "      <td>4.6</td>\n",
       "      <td>280</td>\n",
       "      <td>2.119600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>227</td>\n",
       "      <td>-1.27</td>\n",
       "      <td>-2.4</td>\n",
       "      <td>125</td>\n",
       "      <td>31.45</td>\n",
       "      <td>31.03</td>\n",
       "      <td>31.13</td>\n",
       "      <td>32.19</td>\n",
       "      <td>691</td>\n",
       "      <td>689</td>\n",
       "      <td>691</td>\n",
       "      <td>1.61</td>\n",
       "      <td>1.62</td>\n",
       "      <td>1.67</td>\n",
       "      <td>1112.51</td>\n",
       "      <td>1116.18</td>\n",
       "      <td>1153.97</td>\n",
       "      <td>1127.55</td>\n",
       "      <td>2.4</td>\n",
       "      <td>285</td>\n",
       "      <td>2.131764</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>228</td>\n",
       "      <td>-1.21</td>\n",
       "      <td>-2.4</td>\n",
       "      <td>120</td>\n",
       "      <td>29.62</td>\n",
       "      <td>29.98</td>\n",
       "      <td>29.18</td>\n",
       "      <td>29.69</td>\n",
       "      <td>688</td>\n",
       "      <td>688</td>\n",
       "      <td>686</td>\n",
       "      <td>1.50</td>\n",
       "      <td>1.46</td>\n",
       "      <td>1.49</td>\n",
       "      <td>1032.00</td>\n",
       "      <td>1004.48</td>\n",
       "      <td>1022.14</td>\n",
       "      <td>1019.54</td>\n",
       "      <td>3.3</td>\n",
       "      <td>271</td>\n",
       "      <td>1.962652</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>229</td>\n",
       "      <td>-1.16</td>\n",
       "      <td>-2.4</td>\n",
       "      <td>120</td>\n",
       "      <td>28.65</td>\n",
       "      <td>28.57</td>\n",
       "      <td>28.45</td>\n",
       "      <td>28.93</td>\n",
       "      <td>688</td>\n",
       "      <td>685</td>\n",
       "      <td>687</td>\n",
       "      <td>1.43</td>\n",
       "      <td>1.43</td>\n",
       "      <td>1.45</td>\n",
       "      <td>983.84</td>\n",
       "      <td>979.55</td>\n",
       "      <td>996.15</td>\n",
       "      <td>986.51</td>\n",
       "      <td>2.8</td>\n",
       "      <td>280</td>\n",
       "      <td>1.863617</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>231</td>\n",
       "      <td>-1.10</td>\n",
       "      <td>-2.3</td>\n",
       "      <td>123</td>\n",
       "      <td>27.72</td>\n",
       "      <td>27.32</td>\n",
       "      <td>27.36</td>\n",
       "      <td>28.47</td>\n",
       "      <td>684</td>\n",
       "      <td>685</td>\n",
       "      <td>679</td>\n",
       "      <td>1.41</td>\n",
       "      <td>1.41</td>\n",
       "      <td>1.48</td>\n",
       "      <td>964.44</td>\n",
       "      <td>965.85</td>\n",
       "      <td>1004.92</td>\n",
       "      <td>978.40</td>\n",
       "      <td>2.5</td>\n",
       "      <td>281</td>\n",
       "      <td>1.834493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>232</td>\n",
       "      <td>-1.04</td>\n",
       "      <td>-2.3</td>\n",
       "      <td>128</td>\n",
       "      <td>27.56</td>\n",
       "      <td>26.97</td>\n",
       "      <td>27.41</td>\n",
       "      <td>28.30</td>\n",
       "      <td>688</td>\n",
       "      <td>685</td>\n",
       "      <td>684</td>\n",
       "      <td>1.44</td>\n",
       "      <td>1.47</td>\n",
       "      <td>1.52</td>\n",
       "      <td>990.72</td>\n",
       "      <td>1006.95</td>\n",
       "      <td>1039.68</td>\n",
       "      <td>1012.45</td>\n",
       "      <td>2.4</td>\n",
       "      <td>272</td>\n",
       "      <td>1.914725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>233</td>\n",
       "      <td>-0.96</td>\n",
       "      <td>-2.2</td>\n",
       "      <td>133</td>\n",
       "      <td>28.26</td>\n",
       "      <td>28.70</td>\n",
       "      <td>27.23</td>\n",
       "      <td>28.84</td>\n",
       "      <td>685</td>\n",
       "      <td>684</td>\n",
       "      <td>684</td>\n",
       "      <td>1.60</td>\n",
       "      <td>1.52</td>\n",
       "      <td>1.61</td>\n",
       "      <td>1096.00</td>\n",
       "      <td>1039.68</td>\n",
       "      <td>1101.24</td>\n",
       "      <td>1078.97</td>\n",
       "      <td>3.7</td>\n",
       "      <td>279</td>\n",
       "      <td>2.093452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>234</td>\n",
       "      <td>-0.75</td>\n",
       "      <td>-2.1</td>\n",
       "      <td>133</td>\n",
       "      <td>28.31</td>\n",
       "      <td>28.40</td>\n",
       "      <td>28.36</td>\n",
       "      <td>28.16</td>\n",
       "      <td>687</td>\n",
       "      <td>686</td>\n",
       "      <td>681</td>\n",
       "      <td>1.58</td>\n",
       "      <td>1.58</td>\n",
       "      <td>1.58</td>\n",
       "      <td>1085.46</td>\n",
       "      <td>1083.88</td>\n",
       "      <td>1075.98</td>\n",
       "      <td>1081.77</td>\n",
       "      <td>4.0</td>\n",
       "      <td>274</td>\n",
       "      <td>2.103890</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>236</td>\n",
       "      <td>-0.83</td>\n",
       "      <td>-2.1</td>\n",
       "      <td>133</td>\n",
       "      <td>26.79</td>\n",
       "      <td>26.43</td>\n",
       "      <td>26.65</td>\n",
       "      <td>27.27</td>\n",
       "      <td>687</td>\n",
       "      <td>688</td>\n",
       "      <td>681</td>\n",
       "      <td>1.47</td>\n",
       "      <td>1.48</td>\n",
       "      <td>1.53</td>\n",
       "      <td>1009.89</td>\n",
       "      <td>1018.24</td>\n",
       "      <td>1041.93</td>\n",
       "      <td>1023.35</td>\n",
       "      <td>2.7</td>\n",
       "      <td>276</td>\n",
       "      <td>1.942338</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>238</td>\n",
       "      <td>-0.87</td>\n",
       "      <td>-2.0</td>\n",
       "      <td>133</td>\n",
       "      <td>26.01</td>\n",
       "      <td>25.61</td>\n",
       "      <td>25.75</td>\n",
       "      <td>26.68</td>\n",
       "      <td>684</td>\n",
       "      <td>683</td>\n",
       "      <td>684</td>\n",
       "      <td>1.43</td>\n",
       "      <td>1.44</td>\n",
       "      <td>1.49</td>\n",
       "      <td>978.12</td>\n",
       "      <td>983.52</td>\n",
       "      <td>1019.16</td>\n",
       "      <td>993.60</td>\n",
       "      <td>2.4</td>\n",
       "      <td>299</td>\n",
       "      <td>1.839848</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>239</td>\n",
       "      <td>-0.87</td>\n",
       "      <td>-2.1</td>\n",
       "      <td>135</td>\n",
       "      <td>26.40</td>\n",
       "      <td>26.22</td>\n",
       "      <td>26.46</td>\n",
       "      <td>26.50</td>\n",
       "      <td>687</td>\n",
       "      <td>684</td>\n",
       "      <td>685</td>\n",
       "      <td>1.48</td>\n",
       "      <td>1.50</td>\n",
       "      <td>1.50</td>\n",
       "      <td>1016.76</td>\n",
       "      <td>1026.00</td>\n",
       "      <td>1027.50</td>\n",
       "      <td>1023.42</td>\n",
       "      <td>3.8</td>\n",
       "      <td>274</td>\n",
       "      <td>1.963589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>240</td>\n",
       "      <td>-0.81</td>\n",
       "      <td>-2.0</td>\n",
       "      <td>138</td>\n",
       "      <td>26.42</td>\n",
       "      <td>25.92</td>\n",
       "      <td>26.34</td>\n",
       "      <td>27.00</td>\n",
       "      <td>685</td>\n",
       "      <td>687</td>\n",
       "      <td>686</td>\n",
       "      <td>1.50</td>\n",
       "      <td>1.52</td>\n",
       "      <td>1.56</td>\n",
       "      <td>1027.50</td>\n",
       "      <td>1044.24</td>\n",
       "      <td>1070.16</td>\n",
       "      <td>1047.30</td>\n",
       "      <td>3.0</td>\n",
       "      <td>293</td>\n",
       "      <td>1.959527</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>245</td>\n",
       "      <td>0.22</td>\n",
       "      <td>-1.8</td>\n",
       "      <td>155</td>\n",
       "      <td>28.85</td>\n",
       "      <td>29.58</td>\n",
       "      <td>28.48</td>\n",
       "      <td>28.47</td>\n",
       "      <td>692</td>\n",
       "      <td>688</td>\n",
       "      <td>684</td>\n",
       "      <td>1.91</td>\n",
       "      <td>1.85</td>\n",
       "      <td>1.86</td>\n",
       "      <td>1321.72</td>\n",
       "      <td>1272.80</td>\n",
       "      <td>1272.24</td>\n",
       "      <td>1288.92</td>\n",
       "      <td>2.5</td>\n",
       "      <td>276</td>\n",
       "      <td>2.580648</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>247</td>\n",
       "      <td>0.47</td>\n",
       "      <td>-1.9</td>\n",
       "      <td>154</td>\n",
       "      <td>26.80</td>\n",
       "      <td>26.25</td>\n",
       "      <td>26.90</td>\n",
       "      <td>27.25</td>\n",
       "      <td>686</td>\n",
       "      <td>687</td>\n",
       "      <td>684</td>\n",
       "      <td>1.70</td>\n",
       "      <td>1.74</td>\n",
       "      <td>1.77</td>\n",
       "      <td>1166.20</td>\n",
       "      <td>1195.38</td>\n",
       "      <td>1210.68</td>\n",
       "      <td>1190.75</td>\n",
       "      <td>3.6</td>\n",
       "      <td>276</td>\n",
       "      <td>2.342433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>248</td>\n",
       "      <td>0.51</td>\n",
       "      <td>-2.0</td>\n",
       "      <td>154</td>\n",
       "      <td>26.65</td>\n",
       "      <td>26.51</td>\n",
       "      <td>26.90</td>\n",
       "      <td>26.55</td>\n",
       "      <td>685</td>\n",
       "      <td>683</td>\n",
       "      <td>682</td>\n",
       "      <td>1.72</td>\n",
       "      <td>1.75</td>\n",
       "      <td>1.73</td>\n",
       "      <td>1178.20</td>\n",
       "      <td>1195.25</td>\n",
       "      <td>1179.86</td>\n",
       "      <td>1184.44</td>\n",
       "      <td>3.6</td>\n",
       "      <td>276</td>\n",
       "      <td>2.352521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>249</td>\n",
       "      <td>0.66</td>\n",
       "      <td>-2.0</td>\n",
       "      <td>158</td>\n",
       "      <td>26.78</td>\n",
       "      <td>26.47</td>\n",
       "      <td>27.15</td>\n",
       "      <td>26.73</td>\n",
       "      <td>686</td>\n",
       "      <td>688</td>\n",
       "      <td>685</td>\n",
       "      <td>1.76</td>\n",
       "      <td>1.80</td>\n",
       "      <td>1.78</td>\n",
       "      <td>1207.36</td>\n",
       "      <td>1238.40</td>\n",
       "      <td>1219.30</td>\n",
       "      <td>1221.69</td>\n",
       "      <td>3.7</td>\n",
       "      <td>274</td>\n",
       "      <td>2.435425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>253</td>\n",
       "      <td>0.93</td>\n",
       "      <td>-1.9</td>\n",
       "      <td>159</td>\n",
       "      <td>26.96</td>\n",
       "      <td>26.65</td>\n",
       "      <td>26.76</td>\n",
       "      <td>27.47</td>\n",
       "      <td>688</td>\n",
       "      <td>687</td>\n",
       "      <td>686</td>\n",
       "      <td>1.78</td>\n",
       "      <td>1.79</td>\n",
       "      <td>1.84</td>\n",
       "      <td>1224.64</td>\n",
       "      <td>1229.73</td>\n",
       "      <td>1262.24</td>\n",
       "      <td>1238.87</td>\n",
       "      <td>3.0</td>\n",
       "      <td>279</td>\n",
       "      <td>2.461010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>254</td>\n",
       "      <td>0.87</td>\n",
       "      <td>-1.9</td>\n",
       "      <td>159</td>\n",
       "      <td>26.52</td>\n",
       "      <td>26.06</td>\n",
       "      <td>26.02</td>\n",
       "      <td>27.48</td>\n",
       "      <td>684</td>\n",
       "      <td>683</td>\n",
       "      <td>686</td>\n",
       "      <td>1.75</td>\n",
       "      <td>1.75</td>\n",
       "      <td>1.84</td>\n",
       "      <td>1197.00</td>\n",
       "      <td>1195.25</td>\n",
       "      <td>1262.24</td>\n",
       "      <td>1218.16</td>\n",
       "      <td>4.3</td>\n",
       "      <td>286</td>\n",
       "      <td>2.435644</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>257</td>\n",
       "      <td>1.26</td>\n",
       "      <td>-1.8</td>\n",
       "      <td>177</td>\n",
       "      <td>26.57</td>\n",
       "      <td>27.00</td>\n",
       "      <td>26.22</td>\n",
       "      <td>26.48</td>\n",
       "      <td>688</td>\n",
       "      <td>685</td>\n",
       "      <td>685</td>\n",
       "      <td>2.01</td>\n",
       "      <td>1.96</td>\n",
       "      <td>1.98</td>\n",
       "      <td>1382.88</td>\n",
       "      <td>1342.60</td>\n",
       "      <td>1356.30</td>\n",
       "      <td>1360.59</td>\n",
       "      <td>3.4</td>\n",
       "      <td>269</td>\n",
       "      <td>2.787519</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>258</td>\n",
       "      <td>1.32</td>\n",
       "      <td>-1.8</td>\n",
       "      <td>177</td>\n",
       "      <td>26.43</td>\n",
       "      <td>26.21</td>\n",
       "      <td>25.98</td>\n",
       "      <td>27.11</td>\n",
       "      <td>685</td>\n",
       "      <td>686</td>\n",
       "      <td>684</td>\n",
       "      <td>1.96</td>\n",
       "      <td>1.94</td>\n",
       "      <td>2.03</td>\n",
       "      <td>1342.60</td>\n",
       "      <td>1330.84</td>\n",
       "      <td>1388.52</td>\n",
       "      <td>1353.99</td>\n",
       "      <td>4.3</td>\n",
       "      <td>268</td>\n",
       "      <td>2.772493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>259</td>\n",
       "      <td>1.49</td>\n",
       "      <td>-1.7</td>\n",
       "      <td>175</td>\n",
       "      <td>26.84</td>\n",
       "      <td>26.77</td>\n",
       "      <td>26.98</td>\n",
       "      <td>26.77</td>\n",
       "      <td>685</td>\n",
       "      <td>687</td>\n",
       "      <td>685</td>\n",
       "      <td>1.98</td>\n",
       "      <td>1.99</td>\n",
       "      <td>1.98</td>\n",
       "      <td>1356.30</td>\n",
       "      <td>1367.13</td>\n",
       "      <td>1356.30</td>\n",
       "      <td>1359.91</td>\n",
       "      <td>2.3</td>\n",
       "      <td>278</td>\n",
       "      <td>2.746148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>261</td>\n",
       "      <td>1.49</td>\n",
       "      <td>-1.7</td>\n",
       "      <td>161</td>\n",
       "      <td>24.87</td>\n",
       "      <td>24.36</td>\n",
       "      <td>25.20</td>\n",
       "      <td>25.05</td>\n",
       "      <td>684</td>\n",
       "      <td>683</td>\n",
       "      <td>683</td>\n",
       "      <td>1.66</td>\n",
       "      <td>1.72</td>\n",
       "      <td>1.71</td>\n",
       "      <td>1135.44</td>\n",
       "      <td>1174.76</td>\n",
       "      <td>1167.93</td>\n",
       "      <td>1159.38</td>\n",
       "      <td>2.7</td>\n",
       "      <td>288</td>\n",
       "      <td>2.286346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>262</td>\n",
       "      <td>1.18</td>\n",
       "      <td>-1.7</td>\n",
       "      <td>156</td>\n",
       "      <td>24.59</td>\n",
       "      <td>24.67</td>\n",
       "      <td>24.52</td>\n",
       "      <td>24.56</td>\n",
       "      <td>683</td>\n",
       "      <td>683</td>\n",
       "      <td>680</td>\n",
       "      <td>1.63</td>\n",
       "      <td>1.62</td>\n",
       "      <td>1.63</td>\n",
       "      <td>1113.29</td>\n",
       "      <td>1106.46</td>\n",
       "      <td>1108.40</td>\n",
       "      <td>1109.38</td>\n",
       "      <td>1.9</td>\n",
       "      <td>278</td>\n",
       "      <td>2.217032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>267</td>\n",
       "      <td>1.12</td>\n",
       "      <td>-1.7</td>\n",
       "      <td>164</td>\n",
       "      <td>23.57</td>\n",
       "      <td>23.22</td>\n",
       "      <td>23.33</td>\n",
       "      <td>24.16</td>\n",
       "      <td>684</td>\n",
       "      <td>683</td>\n",
       "      <td>682</td>\n",
       "      <td>1.61</td>\n",
       "      <td>1.62</td>\n",
       "      <td>1.68</td>\n",
       "      <td>1101.24</td>\n",
       "      <td>1106.46</td>\n",
       "      <td>1145.76</td>\n",
       "      <td>1117.82</td>\n",
       "      <td>3.6</td>\n",
       "      <td>279</td>\n",
       "      <td>2.218041</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>269</td>\n",
       "      <td>1.12</td>\n",
       "      <td>-1.7</td>\n",
       "      <td>165</td>\n",
       "      <td>24.19</td>\n",
       "      <td>23.87</td>\n",
       "      <td>24.08</td>\n",
       "      <td>24.62</td>\n",
       "      <td>682</td>\n",
       "      <td>684</td>\n",
       "      <td>683</td>\n",
       "      <td>1.67</td>\n",
       "      <td>1.68</td>\n",
       "      <td>1.72</td>\n",
       "      <td>1138.94</td>\n",
       "      <td>1149.12</td>\n",
       "      <td>1174.76</td>\n",
       "      <td>1154.27</td>\n",
       "      <td>3.7</td>\n",
       "      <td>280</td>\n",
       "      <td>2.296776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>270</td>\n",
       "      <td>1.18</td>\n",
       "      <td>-1.7</td>\n",
       "      <td>166</td>\n",
       "      <td>24.12</td>\n",
       "      <td>23.79</td>\n",
       "      <td>24.18</td>\n",
       "      <td>24.40</td>\n",
       "      <td>684</td>\n",
       "      <td>683</td>\n",
       "      <td>681</td>\n",
       "      <td>1.67</td>\n",
       "      <td>1.70</td>\n",
       "      <td>1.72</td>\n",
       "      <td>1142.28</td>\n",
       "      <td>1161.10</td>\n",
       "      <td>1171.32</td>\n",
       "      <td>1158.23</td>\n",
       "      <td>3.3</td>\n",
       "      <td>281</td>\n",
       "      <td>2.297076</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>273</td>\n",
       "      <td>1.41</td>\n",
       "      <td>-1.4</td>\n",
       "      <td>160</td>\n",
       "      <td>24.66</td>\n",
       "      <td>24.40</td>\n",
       "      <td>24.33</td>\n",
       "      <td>25.25</td>\n",
       "      <td>685</td>\n",
       "      <td>683</td>\n",
       "      <td>684</td>\n",
       "      <td>1.65</td>\n",
       "      <td>1.65</td>\n",
       "      <td>1.71</td>\n",
       "      <td>1130.25</td>\n",
       "      <td>1126.95</td>\n",
       "      <td>1169.64</td>\n",
       "      <td>1142.28</td>\n",
       "      <td>2.7</td>\n",
       "      <td>266</td>\n",
       "      <td>2.280330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>274</td>\n",
       "      <td>1.39</td>\n",
       "      <td>-1.5</td>\n",
       "      <td>162</td>\n",
       "      <td>24.43</td>\n",
       "      <td>24.00</td>\n",
       "      <td>24.03</td>\n",
       "      <td>25.27</td>\n",
       "      <td>682</td>\n",
       "      <td>683</td>\n",
       "      <td>681</td>\n",
       "      <td>1.65</td>\n",
       "      <td>1.65</td>\n",
       "      <td>1.74</td>\n",
       "      <td>1125.30</td>\n",
       "      <td>1126.95</td>\n",
       "      <td>1184.94</td>\n",
       "      <td>1145.73</td>\n",
       "      <td>4.3</td>\n",
       "      <td>269</td>\n",
       "      <td>2.308676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>275</td>\n",
       "      <td>1.39</td>\n",
       "      <td>-1.5</td>\n",
       "      <td>166</td>\n",
       "      <td>24.65</td>\n",
       "      <td>24.24</td>\n",
       "      <td>24.13</td>\n",
       "      <td>25.59</td>\n",
       "      <td>685</td>\n",
       "      <td>682</td>\n",
       "      <td>683</td>\n",
       "      <td>1.70</td>\n",
       "      <td>1.70</td>\n",
       "      <td>1.80</td>\n",
       "      <td>1164.50</td>\n",
       "      <td>1159.40</td>\n",
       "      <td>1229.40</td>\n",
       "      <td>1184.43</td>\n",
       "      <td>3.1</td>\n",
       "      <td>273</td>\n",
       "      <td>2.358523</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>280</td>\n",
       "      <td>1.83</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>179</td>\n",
       "      <td>26.88</td>\n",
       "      <td>27.01</td>\n",
       "      <td>26.61</td>\n",
       "      <td>27.02</td>\n",
       "      <td>687</td>\n",
       "      <td>687</td>\n",
       "      <td>684</td>\n",
       "      <td>2.04</td>\n",
       "      <td>2.01</td>\n",
       "      <td>2.05</td>\n",
       "      <td>1401.48</td>\n",
       "      <td>1380.87</td>\n",
       "      <td>1402.20</td>\n",
       "      <td>1394.85</td>\n",
       "      <td>3.6</td>\n",
       "      <td>277</td>\n",
       "      <td>2.842669</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>281</td>\n",
       "      <td>2.06</td>\n",
       "      <td>-1.1</td>\n",
       "      <td>175</td>\n",
       "      <td>27.41</td>\n",
       "      <td>26.81</td>\n",
       "      <td>27.52</td>\n",
       "      <td>27.89</td>\n",
       "      <td>684</td>\n",
       "      <td>685</td>\n",
       "      <td>684</td>\n",
       "      <td>1.99</td>\n",
       "      <td>2.04</td>\n",
       "      <td>2.07</td>\n",
       "      <td>1361.16</td>\n",
       "      <td>1397.40</td>\n",
       "      <td>1415.88</td>\n",
       "      <td>1391.48</td>\n",
       "      <td>3.4</td>\n",
       "      <td>264</td>\n",
       "      <td>2.814184</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>283</td>\n",
       "      <td>2.45</td>\n",
       "      <td>-1.1</td>\n",
       "      <td>196</td>\n",
       "      <td>30.87</td>\n",
       "      <td>33.37</td>\n",
       "      <td>29.92</td>\n",
       "      <td>29.31</td>\n",
       "      <td>691</td>\n",
       "      <td>687</td>\n",
       "      <td>684</td>\n",
       "      <td>2.75</td>\n",
       "      <td>2.48</td>\n",
       "      <td>2.44</td>\n",
       "      <td>1900.25</td>\n",
       "      <td>1703.76</td>\n",
       "      <td>1668.96</td>\n",
       "      <td>1757.66</td>\n",
       "      <td>2.7</td>\n",
       "      <td>267</td>\n",
       "      <td>3.753437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>285</td>\n",
       "      <td>3.47</td>\n",
       "      <td>-0.9</td>\n",
       "      <td>218</td>\n",
       "      <td>25.58</td>\n",
       "      <td>24.64</td>\n",
       "      <td>25.21</td>\n",
       "      <td>26.88</td>\n",
       "      <td>681</td>\n",
       "      <td>679</td>\n",
       "      <td>678</td>\n",
       "      <td>2.30</td>\n",
       "      <td>2.36</td>\n",
       "      <td>2.52</td>\n",
       "      <td>1566.30</td>\n",
       "      <td>1602.44</td>\n",
       "      <td>1708.56</td>\n",
       "      <td>1625.77</td>\n",
       "      <td>3.6</td>\n",
       "      <td>283</td>\n",
       "      <td>3.343475</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>286</td>\n",
       "      <td>3.62</td>\n",
       "      <td>-0.9</td>\n",
       "      <td>238</td>\n",
       "      <td>24.43</td>\n",
       "      <td>23.67</td>\n",
       "      <td>23.81</td>\n",
       "      <td>25.80</td>\n",
       "      <td>682</td>\n",
       "      <td>683</td>\n",
       "      <td>681</td>\n",
       "      <td>2.41</td>\n",
       "      <td>2.42</td>\n",
       "      <td>2.63</td>\n",
       "      <td>1643.62</td>\n",
       "      <td>1652.86</td>\n",
       "      <td>1791.03</td>\n",
       "      <td>1695.84</td>\n",
       "      <td>2.8</td>\n",
       "      <td>273</td>\n",
       "      <td>3.499101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>287</td>\n",
       "      <td>3.93</td>\n",
       "      <td>-0.7</td>\n",
       "      <td>249</td>\n",
       "      <td>27.60</td>\n",
       "      <td>27.88</td>\n",
       "      <td>26.49</td>\n",
       "      <td>28.42</td>\n",
       "      <td>685</td>\n",
       "      <td>683</td>\n",
       "      <td>682</td>\n",
       "      <td>2.96</td>\n",
       "      <td>2.82</td>\n",
       "      <td>3.03</td>\n",
       "      <td>2027.60</td>\n",
       "      <td>1926.06</td>\n",
       "      <td>2066.46</td>\n",
       "      <td>2006.71</td>\n",
       "      <td>3.7</td>\n",
       "      <td>276</td>\n",
       "      <td>4.238051</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>288</td>\n",
       "      <td>4.26</td>\n",
       "      <td>-0.8</td>\n",
       "      <td>233</td>\n",
       "      <td>26.31</td>\n",
       "      <td>26.13</td>\n",
       "      <td>25.95</td>\n",
       "      <td>26.83</td>\n",
       "      <td>682</td>\n",
       "      <td>680</td>\n",
       "      <td>677</td>\n",
       "      <td>2.61</td>\n",
       "      <td>2.60</td>\n",
       "      <td>2.70</td>\n",
       "      <td>1780.02</td>\n",
       "      <td>1768.00</td>\n",
       "      <td>1827.90</td>\n",
       "      <td>1791.97</td>\n",
       "      <td>2.4</td>\n",
       "      <td>275</td>\n",
       "      <td>3.755238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>290</td>\n",
       "      <td>4.29</td>\n",
       "      <td>-0.8</td>\n",
       "      <td>193</td>\n",
       "      <td>22.96</td>\n",
       "      <td>22.54</td>\n",
       "      <td>21.47</td>\n",
       "      <td>24.87</td>\n",
       "      <td>673</td>\n",
       "      <td>677</td>\n",
       "      <td>678</td>\n",
       "      <td>1.89</td>\n",
       "      <td>1.79</td>\n",
       "      <td>2.07</td>\n",
       "      <td>1271.97</td>\n",
       "      <td>1211.83</td>\n",
       "      <td>1403.46</td>\n",
       "      <td>1295.75</td>\n",
       "      <td>2.6</td>\n",
       "      <td>284</td>\n",
       "      <td>2.684299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>293</td>\n",
       "      <td>3.06</td>\n",
       "      <td>-0.7</td>\n",
       "      <td>167</td>\n",
       "      <td>23.76</td>\n",
       "      <td>23.43</td>\n",
       "      <td>23.71</td>\n",
       "      <td>24.16</td>\n",
       "      <td>678</td>\n",
       "      <td>678</td>\n",
       "      <td>675</td>\n",
       "      <td>1.68</td>\n",
       "      <td>1.70</td>\n",
       "      <td>1.74</td>\n",
       "      <td>1139.04</td>\n",
       "      <td>1152.60</td>\n",
       "      <td>1174.50</td>\n",
       "      <td>1155.38</td>\n",
       "      <td>2.6</td>\n",
       "      <td>283</td>\n",
       "      <td>2.327772</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>294</td>\n",
       "      <td>2.74</td>\n",
       "      <td>-0.7</td>\n",
       "      <td>167</td>\n",
       "      <td>23.28</td>\n",
       "      <td>23.38</td>\n",
       "      <td>22.68</td>\n",
       "      <td>23.77</td>\n",
       "      <td>680</td>\n",
       "      <td>680</td>\n",
       "      <td>675</td>\n",
       "      <td>1.67</td>\n",
       "      <td>1.62</td>\n",
       "      <td>1.71</td>\n",
       "      <td>1135.60</td>\n",
       "      <td>1101.60</td>\n",
       "      <td>1154.25</td>\n",
       "      <td>1130.48</td>\n",
       "      <td>2.6</td>\n",
       "      <td>283</td>\n",
       "      <td>2.285001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>295</td>\n",
       "      <td>2.35</td>\n",
       "      <td>-0.9</td>\n",
       "      <td>159</td>\n",
       "      <td>23.18</td>\n",
       "      <td>22.79</td>\n",
       "      <td>23.38</td>\n",
       "      <td>23.35</td>\n",
       "      <td>679</td>\n",
       "      <td>679</td>\n",
       "      <td>674</td>\n",
       "      <td>1.55</td>\n",
       "      <td>1.59</td>\n",
       "      <td>1.60</td>\n",
       "      <td>1052.45</td>\n",
       "      <td>1079.61</td>\n",
       "      <td>1078.40</td>\n",
       "      <td>1070.15</td>\n",
       "      <td>3.0</td>\n",
       "      <td>272</td>\n",
       "      <td>2.139682</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>296</td>\n",
       "      <td>2.04</td>\n",
       "      <td>-0.8</td>\n",
       "      <td>152</td>\n",
       "      <td>23.79</td>\n",
       "      <td>23.75</td>\n",
       "      <td>23.59</td>\n",
       "      <td>24.03</td>\n",
       "      <td>680</td>\n",
       "      <td>680</td>\n",
       "      <td>675</td>\n",
       "      <td>1.54</td>\n",
       "      <td>1.53</td>\n",
       "      <td>1.57</td>\n",
       "      <td>1047.20</td>\n",
       "      <td>1040.40</td>\n",
       "      <td>1059.75</td>\n",
       "      <td>1049.12</td>\n",
       "      <td>3.1</td>\n",
       "      <td>279</td>\n",
       "      <td>2.084515</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>297</td>\n",
       "      <td>1.93</td>\n",
       "      <td>-0.7</td>\n",
       "      <td>151</td>\n",
       "      <td>23.66</td>\n",
       "      <td>23.21</td>\n",
       "      <td>24.11</td>\n",
       "      <td>23.65</td>\n",
       "      <td>682</td>\n",
       "      <td>681</td>\n",
       "      <td>677</td>\n",
       "      <td>1.49</td>\n",
       "      <td>1.55</td>\n",
       "      <td>1.53</td>\n",
       "      <td>1016.18</td>\n",
       "      <td>1055.55</td>\n",
       "      <td>1035.81</td>\n",
       "      <td>1035.85</td>\n",
       "      <td>2.3</td>\n",
       "      <td>273</td>\n",
       "      <td>2.040797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>299</td>\n",
       "      <td>1.80</td>\n",
       "      <td>-0.8</td>\n",
       "      <td>162</td>\n",
       "      <td>23.34</td>\n",
       "      <td>22.88</td>\n",
       "      <td>23.31</td>\n",
       "      <td>23.82</td>\n",
       "      <td>680</td>\n",
       "      <td>680</td>\n",
       "      <td>678</td>\n",
       "      <td>1.58</td>\n",
       "      <td>1.61</td>\n",
       "      <td>1.65</td>\n",
       "      <td>1074.40</td>\n",
       "      <td>1094.80</td>\n",
       "      <td>1118.70</td>\n",
       "      <td>1095.97</td>\n",
       "      <td>2.6</td>\n",
       "      <td>275</td>\n",
       "      <td>2.159404</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>302</td>\n",
       "      <td>2.33</td>\n",
       "      <td>-0.4</td>\n",
       "      <td>164</td>\n",
       "      <td>27.14</td>\n",
       "      <td>28.87</td>\n",
       "      <td>26.60</td>\n",
       "      <td>25.95</td>\n",
       "      <td>684</td>\n",
       "      <td>681</td>\n",
       "      <td>679</td>\n",
       "      <td>2.01</td>\n",
       "      <td>1.86</td>\n",
       "      <td>1.82</td>\n",
       "      <td>1374.84</td>\n",
       "      <td>1266.66</td>\n",
       "      <td>1235.78</td>\n",
       "      <td>1292.43</td>\n",
       "      <td>2.9</td>\n",
       "      <td>275</td>\n",
       "      <td>2.678285</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>303</td>\n",
       "      <td>2.41</td>\n",
       "      <td>-0.3</td>\n",
       "      <td>171</td>\n",
       "      <td>24.17</td>\n",
       "      <td>24.03</td>\n",
       "      <td>23.65</td>\n",
       "      <td>24.84</td>\n",
       "      <td>682</td>\n",
       "      <td>679</td>\n",
       "      <td>678</td>\n",
       "      <td>1.75</td>\n",
       "      <td>1.73</td>\n",
       "      <td>1.82</td>\n",
       "      <td>1193.50</td>\n",
       "      <td>1174.67</td>\n",
       "      <td>1233.96</td>\n",
       "      <td>1200.71</td>\n",
       "      <td>2.2</td>\n",
       "      <td>280</td>\n",
       "      <td>2.401445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>306</td>\n",
       "      <td>2.58</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>199</td>\n",
       "      <td>27.50</td>\n",
       "      <td>30.38</td>\n",
       "      <td>27.36</td>\n",
       "      <td>24.76</td>\n",
       "      <td>689</td>\n",
       "      <td>685</td>\n",
       "      <td>682</td>\n",
       "      <td>2.55</td>\n",
       "      <td>2.31</td>\n",
       "      <td>2.10</td>\n",
       "      <td>1756.95</td>\n",
       "      <td>1582.35</td>\n",
       "      <td>1432.20</td>\n",
       "      <td>1590.50</td>\n",
       "      <td>2.8</td>\n",
       "      <td>281</td>\n",
       "      <td>3.379271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>309</td>\n",
       "      <td>9.58</td>\n",
       "      <td>0.7</td>\n",
       "      <td>457</td>\n",
       "      <td>36.65</td>\n",
       "      <td>35.47</td>\n",
       "      <td>36.49</td>\n",
       "      <td>37.98</td>\n",
       "      <td>668</td>\n",
       "      <td>666</td>\n",
       "      <td>657</td>\n",
       "      <td>7.23</td>\n",
       "      <td>7.46</td>\n",
       "      <td>7.87</td>\n",
       "      <td>4829.64</td>\n",
       "      <td>4968.36</td>\n",
       "      <td>5170.59</td>\n",
       "      <td>4989.53</td>\n",
       "      <td>2.9</td>\n",
       "      <td>274</td>\n",
       "      <td>10.344339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>311</td>\n",
       "      <td>13.10</td>\n",
       "      <td>0.8</td>\n",
       "      <td>419</td>\n",
       "      <td>38.48</td>\n",
       "      <td>38.68</td>\n",
       "      <td>38.40</td>\n",
       "      <td>38.37</td>\n",
       "      <td>658</td>\n",
       "      <td>655</td>\n",
       "      <td>652</td>\n",
       "      <td>7.43</td>\n",
       "      <td>7.41</td>\n",
       "      <td>7.44</td>\n",
       "      <td>4888.94</td>\n",
       "      <td>4853.55</td>\n",
       "      <td>4850.88</td>\n",
       "      <td>4864.46</td>\n",
       "      <td>2.9</td>\n",
       "      <td>278</td>\n",
       "      <td>10.319317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>314</td>\n",
       "      <td>15.41</td>\n",
       "      <td>1.3</td>\n",
       "      <td>348</td>\n",
       "      <td>40.89</td>\n",
       "      <td>40.77</td>\n",
       "      <td>40.76</td>\n",
       "      <td>41.13</td>\n",
       "      <td>652</td>\n",
       "      <td>648</td>\n",
       "      <td>650</td>\n",
       "      <td>6.62</td>\n",
       "      <td>6.66</td>\n",
       "      <td>6.70</td>\n",
       "      <td>4316.24</td>\n",
       "      <td>4315.68</td>\n",
       "      <td>4355.00</td>\n",
       "      <td>4328.97</td>\n",
       "      <td>1.7</td>\n",
       "      <td>267</td>\n",
       "      <td>9.272403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>316</td>\n",
       "      <td>15.64</td>\n",
       "      <td>1.1</td>\n",
       "      <td>238</td>\n",
       "      <td>57.53</td>\n",
       "      <td>58.03</td>\n",
       "      <td>58.03</td>\n",
       "      <td>56.52</td>\n",
       "      <td>650</td>\n",
       "      <td>644</td>\n",
       "      <td>644</td>\n",
       "      <td>6.47</td>\n",
       "      <td>6.53</td>\n",
       "      <td>6.36</td>\n",
       "      <td>4205.50</td>\n",
       "      <td>4205.32</td>\n",
       "      <td>4095.84</td>\n",
       "      <td>4168.89</td>\n",
       "      <td>1.6</td>\n",
       "      <td>255</td>\n",
       "      <td>9.031615</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>317</td>\n",
       "      <td>15.68</td>\n",
       "      <td>1.1</td>\n",
       "      <td>283</td>\n",
       "      <td>39.53</td>\n",
       "      <td>45.49</td>\n",
       "      <td>39.28</td>\n",
       "      <td>33.84</td>\n",
       "      <td>649</td>\n",
       "      <td>646</td>\n",
       "      <td>648</td>\n",
       "      <td>6.04</td>\n",
       "      <td>5.24</td>\n",
       "      <td>4.50</td>\n",
       "      <td>3919.96</td>\n",
       "      <td>3385.04</td>\n",
       "      <td>2916.00</td>\n",
       "      <td>3407.00</td>\n",
       "      <td>2.7</td>\n",
       "      <td>272</td>\n",
       "      <td>7.797604</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>318</td>\n",
       "      <td>15.43</td>\n",
       "      <td>1.1</td>\n",
       "      <td>255</td>\n",
       "      <td>49.76</td>\n",
       "      <td>45.04</td>\n",
       "      <td>52.19</td>\n",
       "      <td>52.03</td>\n",
       "      <td>652</td>\n",
       "      <td>651</td>\n",
       "      <td>648</td>\n",
       "      <td>5.36</td>\n",
       "      <td>6.22</td>\n",
       "      <td>6.23</td>\n",
       "      <td>3494.72</td>\n",
       "      <td>4049.22</td>\n",
       "      <td>4037.04</td>\n",
       "      <td>3860.33</td>\n",
       "      <td>2.1</td>\n",
       "      <td>258</td>\n",
       "      <td>8.223107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>319</td>\n",
       "      <td>14.76</td>\n",
       "      <td>0.9</td>\n",
       "      <td>230</td>\n",
       "      <td>37.19</td>\n",
       "      <td>40.25</td>\n",
       "      <td>44.04</td>\n",
       "      <td>27.27</td>\n",
       "      <td>655</td>\n",
       "      <td>650</td>\n",
       "      <td>652</td>\n",
       "      <td>4.29</td>\n",
       "      <td>4.73</td>\n",
       "      <td>2.92</td>\n",
       "      <td>2809.95</td>\n",
       "      <td>3074.50</td>\n",
       "      <td>1903.84</td>\n",
       "      <td>2596.10</td>\n",
       "      <td>2.5</td>\n",
       "      <td>272</td>\n",
       "      <td>5.952094</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>321</td>\n",
       "      <td>13.81</td>\n",
       "      <td>1.0</td>\n",
       "      <td>300</td>\n",
       "      <td>44.90</td>\n",
       "      <td>44.61</td>\n",
       "      <td>44.83</td>\n",
       "      <td>45.27</td>\n",
       "      <td>656</td>\n",
       "      <td>655</td>\n",
       "      <td>653</td>\n",
       "      <td>6.17</td>\n",
       "      <td>6.21</td>\n",
       "      <td>6.29</td>\n",
       "      <td>4047.52</td>\n",
       "      <td>4067.55</td>\n",
       "      <td>4107.37</td>\n",
       "      <td>4074.15</td>\n",
       "      <td>2.9</td>\n",
       "      <td>276</td>\n",
       "      <td>8.726891</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>322</td>\n",
       "      <td>13.83</td>\n",
       "      <td>1.0</td>\n",
       "      <td>299</td>\n",
       "      <td>44.33</td>\n",
       "      <td>44.03</td>\n",
       "      <td>44.04</td>\n",
       "      <td>44.91</td>\n",
       "      <td>655</td>\n",
       "      <td>653</td>\n",
       "      <td>653</td>\n",
       "      <td>6.08</td>\n",
       "      <td>6.10</td>\n",
       "      <td>6.22</td>\n",
       "      <td>3982.40</td>\n",
       "      <td>3983.30</td>\n",
       "      <td>4061.66</td>\n",
       "      <td>4009.12</td>\n",
       "      <td>2.7</td>\n",
       "      <td>284</td>\n",
       "      <td>8.597113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>323</td>\n",
       "      <td>13.95</td>\n",
       "      <td>1.3</td>\n",
       "      <td>284</td>\n",
       "      <td>44.18</td>\n",
       "      <td>45.80</td>\n",
       "      <td>43.37</td>\n",
       "      <td>43.37</td>\n",
       "      <td>656</td>\n",
       "      <td>654</td>\n",
       "      <td>654</td>\n",
       "      <td>6.00</td>\n",
       "      <td>5.70</td>\n",
       "      <td>5.70</td>\n",
       "      <td>3936.00</td>\n",
       "      <td>3727.80</td>\n",
       "      <td>3727.80</td>\n",
       "      <td>3797.20</td>\n",
       "      <td>3.9</td>\n",
       "      <td>251</td>\n",
       "      <td>8.225597</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>325</td>\n",
       "      <td>12.37</td>\n",
       "      <td>1.0</td>\n",
       "      <td>220</td>\n",
       "      <td>55.13</td>\n",
       "      <td>57.52</td>\n",
       "      <td>59.50</td>\n",
       "      <td>48.38</td>\n",
       "      <td>661</td>\n",
       "      <td>662</td>\n",
       "      <td>651</td>\n",
       "      <td>5.76</td>\n",
       "      <td>5.95</td>\n",
       "      <td>4.92</td>\n",
       "      <td>3807.36</td>\n",
       "      <td>3938.90</td>\n",
       "      <td>3202.92</td>\n",
       "      <td>3649.73</td>\n",
       "      <td>3.0</td>\n",
       "      <td>272</td>\n",
       "      <td>7.997282</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>328</td>\n",
       "      <td>12.95</td>\n",
       "      <td>1.5</td>\n",
       "      <td>279</td>\n",
       "      <td>45.93</td>\n",
       "      <td>45.68</td>\n",
       "      <td>45.77</td>\n",
       "      <td>46.33</td>\n",
       "      <td>658</td>\n",
       "      <td>656</td>\n",
       "      <td>654</td>\n",
       "      <td>5.84</td>\n",
       "      <td>5.87</td>\n",
       "      <td>5.96</td>\n",
       "      <td>3842.72</td>\n",
       "      <td>3850.72</td>\n",
       "      <td>3897.84</td>\n",
       "      <td>3863.76</td>\n",
       "      <td>2.8</td>\n",
       "      <td>249</td>\n",
       "      <td>8.258571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>330</td>\n",
       "      <td>12.33</td>\n",
       "      <td>1.6</td>\n",
       "      <td>242</td>\n",
       "      <td>35.41</td>\n",
       "      <td>28.87</td>\n",
       "      <td>41.48</td>\n",
       "      <td>35.90</td>\n",
       "      <td>663</td>\n",
       "      <td>648</td>\n",
       "      <td>660</td>\n",
       "      <td>3.17</td>\n",
       "      <td>4.66</td>\n",
       "      <td>3.96</td>\n",
       "      <td>2101.71</td>\n",
       "      <td>3019.68</td>\n",
       "      <td>2613.60</td>\n",
       "      <td>2578.33</td>\n",
       "      <td>3.1</td>\n",
       "      <td>277</td>\n",
       "      <td>5.470962</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>331</td>\n",
       "      <td>11.89</td>\n",
       "      <td>1.3</td>\n",
       "      <td>248</td>\n",
       "      <td>48.98</td>\n",
       "      <td>48.85</td>\n",
       "      <td>48.80</td>\n",
       "      <td>49.29</td>\n",
       "      <td>664</td>\n",
       "      <td>661</td>\n",
       "      <td>658</td>\n",
       "      <td>5.48</td>\n",
       "      <td>5.50</td>\n",
       "      <td>5.58</td>\n",
       "      <td>3638.72</td>\n",
       "      <td>3635.50</td>\n",
       "      <td>3671.64</td>\n",
       "      <td>3648.62</td>\n",
       "      <td>2.8</td>\n",
       "      <td>276</td>\n",
       "      <td>7.832693</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>333</td>\n",
       "      <td>12.12</td>\n",
       "      <td>1.5</td>\n",
       "      <td>225</td>\n",
       "      <td>49.17</td>\n",
       "      <td>51.89</td>\n",
       "      <td>46.21</td>\n",
       "      <td>49.41</td>\n",
       "      <td>661</td>\n",
       "      <td>658</td>\n",
       "      <td>654</td>\n",
       "      <td>5.31</td>\n",
       "      <td>4.75</td>\n",
       "      <td>5.11</td>\n",
       "      <td>3509.91</td>\n",
       "      <td>3125.50</td>\n",
       "      <td>3341.94</td>\n",
       "      <td>3325.78</td>\n",
       "      <td>2.0</td>\n",
       "      <td>279</td>\n",
       "      <td>7.257299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>334</td>\n",
       "      <td>12.10</td>\n",
       "      <td>1.3</td>\n",
       "      <td>207</td>\n",
       "      <td>51.21</td>\n",
       "      <td>53.86</td>\n",
       "      <td>51.94</td>\n",
       "      <td>47.83</td>\n",
       "      <td>661</td>\n",
       "      <td>661</td>\n",
       "      <td>657</td>\n",
       "      <td>5.07</td>\n",
       "      <td>4.89</td>\n",
       "      <td>4.53</td>\n",
       "      <td>3351.27</td>\n",
       "      <td>3232.29</td>\n",
       "      <td>2976.21</td>\n",
       "      <td>3186.59</td>\n",
       "      <td>3.1</td>\n",
       "      <td>274</td>\n",
       "      <td>7.021068</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>335</td>\n",
       "      <td>11.06</td>\n",
       "      <td>1.1</td>\n",
       "      <td>190</td>\n",
       "      <td>52.85</td>\n",
       "      <td>46.61</td>\n",
       "      <td>56.95</td>\n",
       "      <td>54.99</td>\n",
       "      <td>663</td>\n",
       "      <td>664</td>\n",
       "      <td>656</td>\n",
       "      <td>4.00</td>\n",
       "      <td>4.88</td>\n",
       "      <td>4.77</td>\n",
       "      <td>2652.00</td>\n",
       "      <td>3240.32</td>\n",
       "      <td>3129.12</td>\n",
       "      <td>3007.15</td>\n",
       "      <td>3.2</td>\n",
       "      <td>262</td>\n",
       "      <td>6.415328</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>338</td>\n",
       "      <td>9.89</td>\n",
       "      <td>1.0</td>\n",
       "      <td>195</td>\n",
       "      <td>55.64</td>\n",
       "      <td>55.33</td>\n",
       "      <td>54.97</td>\n",
       "      <td>56.63</td>\n",
       "      <td>669</td>\n",
       "      <td>666</td>\n",
       "      <td>668</td>\n",
       "      <td>4.81</td>\n",
       "      <td>4.80</td>\n",
       "      <td>4.93</td>\n",
       "      <td>3217.89</td>\n",
       "      <td>3196.80</td>\n",
       "      <td>3293.24</td>\n",
       "      <td>3235.98</td>\n",
       "      <td>3.9</td>\n",
       "      <td>274</td>\n",
       "      <td>6.937479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>339</td>\n",
       "      <td>9.95</td>\n",
       "      <td>1.3</td>\n",
       "      <td>184</td>\n",
       "      <td>57.43</td>\n",
       "      <td>57.12</td>\n",
       "      <td>57.20</td>\n",
       "      <td>57.97</td>\n",
       "      <td>667</td>\n",
       "      <td>668</td>\n",
       "      <td>667</td>\n",
       "      <td>4.70</td>\n",
       "      <td>4.70</td>\n",
       "      <td>4.77</td>\n",
       "      <td>3134.90</td>\n",
       "      <td>3139.60</td>\n",
       "      <td>3181.59</td>\n",
       "      <td>3152.03</td>\n",
       "      <td>2.9</td>\n",
       "      <td>278</td>\n",
       "      <td>6.765234</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>341</td>\n",
       "      <td>9.24</td>\n",
       "      <td>1.1</td>\n",
       "      <td>166</td>\n",
       "      <td>58.76</td>\n",
       "      <td>58.55</td>\n",
       "      <td>59.69</td>\n",
       "      <td>58.03</td>\n",
       "      <td>671</td>\n",
       "      <td>670</td>\n",
       "      <td>665</td>\n",
       "      <td>4.31</td>\n",
       "      <td>4.40</td>\n",
       "      <td>4.31</td>\n",
       "      <td>2892.01</td>\n",
       "      <td>2948.00</td>\n",
       "      <td>2866.15</td>\n",
       "      <td>2902.05</td>\n",
       "      <td>3.4</td>\n",
       "      <td>280</td>\n",
       "      <td>6.254971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>346</td>\n",
       "      <td>7.91</td>\n",
       "      <td>1.0</td>\n",
       "      <td>127</td>\n",
       "      <td>67.94</td>\n",
       "      <td>66.60</td>\n",
       "      <td>68.71</td>\n",
       "      <td>68.51</td>\n",
       "      <td>677</td>\n",
       "      <td>673</td>\n",
       "      <td>671</td>\n",
       "      <td>3.70</td>\n",
       "      <td>3.84</td>\n",
       "      <td>3.84</td>\n",
       "      <td>2504.90</td>\n",
       "      <td>2584.32</td>\n",
       "      <td>2576.64</td>\n",
       "      <td>2555.29</td>\n",
       "      <td>2.9</td>\n",
       "      <td>272</td>\n",
       "      <td>5.435166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>348</td>\n",
       "      <td>7.43</td>\n",
       "      <td>1.0</td>\n",
       "      <td>115</td>\n",
       "      <td>71.06</td>\n",
       "      <td>70.10</td>\n",
       "      <td>70.59</td>\n",
       "      <td>72.50</td>\n",
       "      <td>679</td>\n",
       "      <td>678</td>\n",
       "      <td>679</td>\n",
       "      <td>3.51</td>\n",
       "      <td>3.54</td>\n",
       "      <td>3.63</td>\n",
       "      <td>2383.29</td>\n",
       "      <td>2400.12</td>\n",
       "      <td>2464.77</td>\n",
       "      <td>2416.06</td>\n",
       "      <td>3.9</td>\n",
       "      <td>273</td>\n",
       "      <td>5.138195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>352</td>\n",
       "      <td>6.95</td>\n",
       "      <td>0.8</td>\n",
       "      <td>23</td>\n",
       "      <td>301.27</td>\n",
       "      <td>301.64</td>\n",
       "      <td>297.64</td>\n",
       "      <td>304.53</td>\n",
       "      <td>678</td>\n",
       "      <td>678</td>\n",
       "      <td>680</td>\n",
       "      <td>3.02</td>\n",
       "      <td>2.98</td>\n",
       "      <td>3.04</td>\n",
       "      <td>2047.56</td>\n",
       "      <td>2020.44</td>\n",
       "      <td>2067.20</td>\n",
       "      <td>2045.07</td>\n",
       "      <td>2.2</td>\n",
       "      <td>273</td>\n",
       "      <td>4.286982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>353</td>\n",
       "      <td>6.87</td>\n",
       "      <td>0.8</td>\n",
       "      <td>22</td>\n",
       "      <td>310.21</td>\n",
       "      <td>308.58</td>\n",
       "      <td>307.53</td>\n",
       "      <td>314.51</td>\n",
       "      <td>679</td>\n",
       "      <td>679</td>\n",
       "      <td>676</td>\n",
       "      <td>2.95</td>\n",
       "      <td>2.94</td>\n",
       "      <td>3.02</td>\n",
       "      <td>2003.05</td>\n",
       "      <td>1996.26</td>\n",
       "      <td>2041.52</td>\n",
       "      <td>2013.61</td>\n",
       "      <td>2.0</td>\n",
       "      <td>262</td>\n",
       "      <td>4.202430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>354</td>\n",
       "      <td>6.74</td>\n",
       "      <td>0.8</td>\n",
       "      <td>22</td>\n",
       "      <td>307.23</td>\n",
       "      <td>303.94</td>\n",
       "      <td>306.03</td>\n",
       "      <td>311.73</td>\n",
       "      <td>680</td>\n",
       "      <td>680</td>\n",
       "      <td>681</td>\n",
       "      <td>2.90</td>\n",
       "      <td>2.92</td>\n",
       "      <td>2.97</td>\n",
       "      <td>1972.00</td>\n",
       "      <td>1985.60</td>\n",
       "      <td>2022.57</td>\n",
       "      <td>1993.39</td>\n",
       "      <td>2.1</td>\n",
       "      <td>271</td>\n",
       "      <td>4.148989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>357</td>\n",
       "      <td>6.07</td>\n",
       "      <td>0.6</td>\n",
       "      <td>21</td>\n",
       "      <td>292.67</td>\n",
       "      <td>294.71</td>\n",
       "      <td>289.45</td>\n",
       "      <td>293.85</td>\n",
       "      <td>682</td>\n",
       "      <td>680</td>\n",
       "      <td>680</td>\n",
       "      <td>2.67</td>\n",
       "      <td>2.63</td>\n",
       "      <td>2.67</td>\n",
       "      <td>1820.94</td>\n",
       "      <td>1788.40</td>\n",
       "      <td>1815.60</td>\n",
       "      <td>1808.31</td>\n",
       "      <td>2.3</td>\n",
       "      <td>270</td>\n",
       "      <td>3.754172</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>360</td>\n",
       "      <td>4.62</td>\n",
       "      <td>0.3</td>\n",
       "      <td>16</td>\n",
       "      <td>324.56</td>\n",
       "      <td>322.79</td>\n",
       "      <td>324.72</td>\n",
       "      <td>326.17</td>\n",
       "      <td>681</td>\n",
       "      <td>682</td>\n",
       "      <td>682</td>\n",
       "      <td>2.22</td>\n",
       "      <td>2.23</td>\n",
       "      <td>2.24</td>\n",
       "      <td>1511.82</td>\n",
       "      <td>1520.86</td>\n",
       "      <td>1527.68</td>\n",
       "      <td>1520.12</td>\n",
       "      <td>2.9</td>\n",
       "      <td>276</td>\n",
       "      <td>3.060923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>361</td>\n",
       "      <td>4.05</td>\n",
       "      <td>0.1</td>\n",
       "      <td>14</td>\n",
       "      <td>349.62</td>\n",
       "      <td>352.35</td>\n",
       "      <td>346.32</td>\n",
       "      <td>350.17</td>\n",
       "      <td>683</td>\n",
       "      <td>681</td>\n",
       "      <td>682</td>\n",
       "      <td>2.11</td>\n",
       "      <td>2.08</td>\n",
       "      <td>2.10</td>\n",
       "      <td>1441.13</td>\n",
       "      <td>1416.48</td>\n",
       "      <td>1432.20</td>\n",
       "      <td>1429.94</td>\n",
       "      <td>3.4</td>\n",
       "      <td>270</td>\n",
       "      <td>2.876168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>364</td>\n",
       "      <td>0.31</td>\n",
       "      <td>-0.2</td>\n",
       "      <td>5</td>\n",
       "      <td>668.66</td>\n",
       "      <td>584.34</td>\n",
       "      <td>715.79</td>\n",
       "      <td>705.84</td>\n",
       "      <td>685</td>\n",
       "      <td>679</td>\n",
       "      <td>674</td>\n",
       "      <td>1.23</td>\n",
       "      <td>1.52</td>\n",
       "      <td>1.51</td>\n",
       "      <td>842.55</td>\n",
       "      <td>1032.08</td>\n",
       "      <td>1017.74</td>\n",
       "      <td>964.12</td>\n",
       "      <td>1.8</td>\n",
       "      <td>265</td>\n",
       "      <td>1.634785</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>365</td>\n",
       "      <td>-0.95</td>\n",
       "      <td>-0.3</td>\n",
       "      <td>4</td>\n",
       "      <td>460.99</td>\n",
       "      <td>176.05</td>\n",
       "      <td>360.61</td>\n",
       "      <td>846.32</td>\n",
       "      <td>674</td>\n",
       "      <td>668</td>\n",
       "      <td>675</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.62</td>\n",
       "      <td>1.44</td>\n",
       "      <td>202.20</td>\n",
       "      <td>414.16</td>\n",
       "      <td>972.00</td>\n",
       "      <td>529.45</td>\n",
       "      <td>1.8</td>\n",
       "      <td>275</td>\n",
       "      <td>0.504410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>379</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.379993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>386</td>\n",
       "      <td>-16.45</td>\n",
       "      <td>-13.8</td>\n",
       "      <td>6</td>\n",
       "      <td>137.14</td>\n",
       "      <td>174.27</td>\n",
       "      <td>71.09</td>\n",
       "      <td>166.05</td>\n",
       "      <td>509</td>\n",
       "      <td>684</td>\n",
       "      <td>679</td>\n",
       "      <td>0.56</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.40</td>\n",
       "      <td>285.04</td>\n",
       "      <td>116.28</td>\n",
       "      <td>271.60</td>\n",
       "      <td>224.31</td>\n",
       "      <td>0.0</td>\n",
       "      <td>242</td>\n",
       "      <td>0.283302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>389</td>\n",
       "      <td>-15.17</td>\n",
       "      <td>-12.9</td>\n",
       "      <td>15</td>\n",
       "      <td>170.65</td>\n",
       "      <td>191.94</td>\n",
       "      <td>32.30</td>\n",
       "      <td>287.71</td>\n",
       "      <td>502</td>\n",
       "      <td>698</td>\n",
       "      <td>716</td>\n",
       "      <td>1.57</td>\n",
       "      <td>0.19</td>\n",
       "      <td>1.65</td>\n",
       "      <td>788.14</td>\n",
       "      <td>132.62</td>\n",
       "      <td>1181.40</td>\n",
       "      <td>700.72</td>\n",
       "      <td>0.0</td>\n",
       "      <td>257</td>\n",
       "      <td>1.157371</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>390</td>\n",
       "      <td>-14.66</td>\n",
       "      <td>-12.7</td>\n",
       "      <td>22</td>\n",
       "      <td>144.36</td>\n",
       "      <td>205.38</td>\n",
       "      <td>23.27</td>\n",
       "      <td>204.43</td>\n",
       "      <td>708</td>\n",
       "      <td>702</td>\n",
       "      <td>717</td>\n",
       "      <td>1.75</td>\n",
       "      <td>0.20</td>\n",
       "      <td>1.72</td>\n",
       "      <td>1239.00</td>\n",
       "      <td>140.40</td>\n",
       "      <td>1233.24</td>\n",
       "      <td>870.88</td>\n",
       "      <td>0.0</td>\n",
       "      <td>265</td>\n",
       "      <td>1.888242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>391</td>\n",
       "      <td>-13.37</td>\n",
       "      <td>-12.5</td>\n",
       "      <td>30</td>\n",
       "      <td>115.42</td>\n",
       "      <td>162.98</td>\n",
       "      <td>17.16</td>\n",
       "      <td>166.10</td>\n",
       "      <td>720</td>\n",
       "      <td>709</td>\n",
       "      <td>711</td>\n",
       "      <td>1.87</td>\n",
       "      <td>0.20</td>\n",
       "      <td>1.93</td>\n",
       "      <td>1346.40</td>\n",
       "      <td>141.80</td>\n",
       "      <td>1372.23</td>\n",
       "      <td>953.48</td>\n",
       "      <td>0.0</td>\n",
       "      <td>266</td>\n",
       "      <td>2.093261</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>393</td>\n",
       "      <td>-11.35</td>\n",
       "      <td>-12.2</td>\n",
       "      <td>47</td>\n",
       "      <td>81.42</td>\n",
       "      <td>113.99</td>\n",
       "      <td>14.73</td>\n",
       "      <td>115.52</td>\n",
       "      <td>721</td>\n",
       "      <td>711</td>\n",
       "      <td>710</td>\n",
       "      <td>2.06</td>\n",
       "      <td>0.27</td>\n",
       "      <td>2.12</td>\n",
       "      <td>1485.26</td>\n",
       "      <td>191.97</td>\n",
       "      <td>1505.20</td>\n",
       "      <td>1060.81</td>\n",
       "      <td>0.0</td>\n",
       "      <td>279</td>\n",
       "      <td>2.364728</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>395</td>\n",
       "      <td>-9.87</td>\n",
       "      <td>-12.0</td>\n",
       "      <td>61</td>\n",
       "      <td>72.44</td>\n",
       "      <td>98.02</td>\n",
       "      <td>12.95</td>\n",
       "      <td>106.34</td>\n",
       "      <td>718</td>\n",
       "      <td>710</td>\n",
       "      <td>720</td>\n",
       "      <td>2.32</td>\n",
       "      <td>0.31</td>\n",
       "      <td>2.51</td>\n",
       "      <td>1665.76</td>\n",
       "      <td>220.10</td>\n",
       "      <td>1807.20</td>\n",
       "      <td>1231.02</td>\n",
       "      <td>0.7</td>\n",
       "      <td>281</td>\n",
       "      <td>2.687924</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>396</td>\n",
       "      <td>-8.93</td>\n",
       "      <td>-12.2</td>\n",
       "      <td>66</td>\n",
       "      <td>92.34</td>\n",
       "      <td>95.37</td>\n",
       "      <td>81.68</td>\n",
       "      <td>99.98</td>\n",
       "      <td>718</td>\n",
       "      <td>714</td>\n",
       "      <td>712</td>\n",
       "      <td>2.45</td>\n",
       "      <td>2.11</td>\n",
       "      <td>2.59</td>\n",
       "      <td>1759.10</td>\n",
       "      <td>1506.54</td>\n",
       "      <td>1844.08</td>\n",
       "      <td>1703.24</td>\n",
       "      <td>1.1</td>\n",
       "      <td>278</td>\n",
       "      <td>3.448184</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>399</td>\n",
       "      <td>-6.29</td>\n",
       "      <td>-10.9</td>\n",
       "      <td>82</td>\n",
       "      <td>87.79</td>\n",
       "      <td>85.49</td>\n",
       "      <td>86.72</td>\n",
       "      <td>91.15</td>\n",
       "      <td>711</td>\n",
       "      <td>706</td>\n",
       "      <td>712</td>\n",
       "      <td>2.78</td>\n",
       "      <td>2.84</td>\n",
       "      <td>2.96</td>\n",
       "      <td>1976.58</td>\n",
       "      <td>2005.04</td>\n",
       "      <td>2107.52</td>\n",
       "      <td>2029.71</td>\n",
       "      <td>0.6</td>\n",
       "      <td>280</td>\n",
       "      <td>4.122087</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>400</td>\n",
       "      <td>-4.48</td>\n",
       "      <td>-10.7</td>\n",
       "      <td>87</td>\n",
       "      <td>86.93</td>\n",
       "      <td>85.82</td>\n",
       "      <td>86.96</td>\n",
       "      <td>88.02</td>\n",
       "      <td>706</td>\n",
       "      <td>706</td>\n",
       "      <td>703</td>\n",
       "      <td>3.00</td>\n",
       "      <td>3.04</td>\n",
       "      <td>3.09</td>\n",
       "      <td>2118.00</td>\n",
       "      <td>2146.24</td>\n",
       "      <td>2172.27</td>\n",
       "      <td>2145.50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>274</td>\n",
       "      <td>4.476084</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>401</td>\n",
       "      <td>-3.35</td>\n",
       "      <td>-10.2</td>\n",
       "      <td>95</td>\n",
       "      <td>82.26</td>\n",
       "      <td>81.21</td>\n",
       "      <td>81.24</td>\n",
       "      <td>84.33</td>\n",
       "      <td>711</td>\n",
       "      <td>709</td>\n",
       "      <td>702</td>\n",
       "      <td>3.09</td>\n",
       "      <td>3.10</td>\n",
       "      <td>3.25</td>\n",
       "      <td>2196.99</td>\n",
       "      <td>2197.90</td>\n",
       "      <td>2281.50</td>\n",
       "      <td>2225.46</td>\n",
       "      <td>0.0</td>\n",
       "      <td>277</td>\n",
       "      <td>4.677102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>402</td>\n",
       "      <td>-2.52</td>\n",
       "      <td>-10.0</td>\n",
       "      <td>101</td>\n",
       "      <td>79.43</td>\n",
       "      <td>77.32</td>\n",
       "      <td>78.95</td>\n",
       "      <td>82.02</td>\n",
       "      <td>708</td>\n",
       "      <td>705</td>\n",
       "      <td>702</td>\n",
       "      <td>3.15</td>\n",
       "      <td>3.23</td>\n",
       "      <td>3.37</td>\n",
       "      <td>2230.20</td>\n",
       "      <td>2277.15</td>\n",
       "      <td>2365.74</td>\n",
       "      <td>2291.03</td>\n",
       "      <td>0.6</td>\n",
       "      <td>275</td>\n",
       "      <td>4.809004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>404</td>\n",
       "      <td>-0.87</td>\n",
       "      <td>-9.2</td>\n",
       "      <td>117</td>\n",
       "      <td>73.95</td>\n",
       "      <td>72.91</td>\n",
       "      <td>73.01</td>\n",
       "      <td>75.93</td>\n",
       "      <td>702</td>\n",
       "      <td>697</td>\n",
       "      <td>701</td>\n",
       "      <td>3.49</td>\n",
       "      <td>3.52</td>\n",
       "      <td>3.64</td>\n",
       "      <td>2449.98</td>\n",
       "      <td>2453.44</td>\n",
       "      <td>2551.64</td>\n",
       "      <td>2485.02</td>\n",
       "      <td>1.0</td>\n",
       "      <td>276</td>\n",
       "      <td>5.287251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>405</td>\n",
       "      <td>-0.64</td>\n",
       "      <td>-8.9</td>\n",
       "      <td>122</td>\n",
       "      <td>72.44</td>\n",
       "      <td>71.17</td>\n",
       "      <td>72.15</td>\n",
       "      <td>74.02</td>\n",
       "      <td>701</td>\n",
       "      <td>697</td>\n",
       "      <td>694</td>\n",
       "      <td>3.56</td>\n",
       "      <td>3.63</td>\n",
       "      <td>3.74</td>\n",
       "      <td>2495.56</td>\n",
       "      <td>2530.11</td>\n",
       "      <td>2595.56</td>\n",
       "      <td>2540.41</td>\n",
       "      <td>0.6</td>\n",
       "      <td>278</td>\n",
       "      <td>5.404744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>409</td>\n",
       "      <td>1.16</td>\n",
       "      <td>-7.4</td>\n",
       "      <td>145</td>\n",
       "      <td>65.79</td>\n",
       "      <td>64.75</td>\n",
       "      <td>65.39</td>\n",
       "      <td>67.23</td>\n",
       "      <td>691</td>\n",
       "      <td>689</td>\n",
       "      <td>686</td>\n",
       "      <td>3.93</td>\n",
       "      <td>3.98</td>\n",
       "      <td>4.11</td>\n",
       "      <td>2715.63</td>\n",
       "      <td>2742.22</td>\n",
       "      <td>2819.46</td>\n",
       "      <td>2759.10</td>\n",
       "      <td>0.0</td>\n",
       "      <td>279</td>\n",
       "      <td>5.899156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>411</td>\n",
       "      <td>2.14</td>\n",
       "      <td>-7.2</td>\n",
       "      <td>155</td>\n",
       "      <td>64.12</td>\n",
       "      <td>63.17</td>\n",
       "      <td>63.47</td>\n",
       "      <td>65.73</td>\n",
       "      <td>688</td>\n",
       "      <td>683</td>\n",
       "      <td>686</td>\n",
       "      <td>4.13</td>\n",
       "      <td>4.18</td>\n",
       "      <td>4.31</td>\n",
       "      <td>2841.44</td>\n",
       "      <td>2854.94</td>\n",
       "      <td>2956.66</td>\n",
       "      <td>2884.35</td>\n",
       "      <td>0.0</td>\n",
       "      <td>276</td>\n",
       "      <td>6.181798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>412</td>\n",
       "      <td>2.08</td>\n",
       "      <td>-7.1</td>\n",
       "      <td>159</td>\n",
       "      <td>63.04</td>\n",
       "      <td>62.69</td>\n",
       "      <td>62.42</td>\n",
       "      <td>64.01</td>\n",
       "      <td>687</td>\n",
       "      <td>684</td>\n",
       "      <td>682</td>\n",
       "      <td>4.21</td>\n",
       "      <td>4.21</td>\n",
       "      <td>4.33</td>\n",
       "      <td>2892.27</td>\n",
       "      <td>2879.64</td>\n",
       "      <td>2953.06</td>\n",
       "      <td>2908.32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>264</td>\n",
       "      <td>6.243951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>413</td>\n",
       "      <td>1.83</td>\n",
       "      <td>-6.9</td>\n",
       "      <td>164</td>\n",
       "      <td>63.30</td>\n",
       "      <td>63.25</td>\n",
       "      <td>62.73</td>\n",
       "      <td>63.93</td>\n",
       "      <td>685</td>\n",
       "      <td>684</td>\n",
       "      <td>683</td>\n",
       "      <td>4.39</td>\n",
       "      <td>4.36</td>\n",
       "      <td>4.45</td>\n",
       "      <td>3007.15</td>\n",
       "      <td>2982.24</td>\n",
       "      <td>3039.35</td>\n",
       "      <td>3009.58</td>\n",
       "      <td>0.0</td>\n",
       "      <td>281</td>\n",
       "      <td>6.466506</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>414</td>\n",
       "      <td>2.01</td>\n",
       "      <td>-6.7</td>\n",
       "      <td>177</td>\n",
       "      <td>60.24</td>\n",
       "      <td>59.19</td>\n",
       "      <td>59.69</td>\n",
       "      <td>61.86</td>\n",
       "      <td>686</td>\n",
       "      <td>681</td>\n",
       "      <td>683</td>\n",
       "      <td>4.43</td>\n",
       "      <td>4.50</td>\n",
       "      <td>4.65</td>\n",
       "      <td>3038.98</td>\n",
       "      <td>3064.50</td>\n",
       "      <td>3175.95</td>\n",
       "      <td>3093.14</td>\n",
       "      <td>0.7</td>\n",
       "      <td>265</td>\n",
       "      <td>6.562596</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>422</td>\n",
       "      <td>4.16</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>222</td>\n",
       "      <td>53.58</td>\n",
       "      <td>52.77</td>\n",
       "      <td>53.08</td>\n",
       "      <td>54.89</td>\n",
       "      <td>678</td>\n",
       "      <td>674</td>\n",
       "      <td>677</td>\n",
       "      <td>5.05</td>\n",
       "      <td>5.11</td>\n",
       "      <td>5.26</td>\n",
       "      <td>3423.90</td>\n",
       "      <td>3444.14</td>\n",
       "      <td>3561.02</td>\n",
       "      <td>3476.35</td>\n",
       "      <td>1.3</td>\n",
       "      <td>283</td>\n",
       "      <td>7.336673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>423</td>\n",
       "      <td>4.26</td>\n",
       "      <td>-3.9</td>\n",
       "      <td>227</td>\n",
       "      <td>52.86</td>\n",
       "      <td>52.00</td>\n",
       "      <td>52.20</td>\n",
       "      <td>54.37</td>\n",
       "      <td>678</td>\n",
       "      <td>674</td>\n",
       "      <td>677</td>\n",
       "      <td>5.09</td>\n",
       "      <td>5.14</td>\n",
       "      <td>5.33</td>\n",
       "      <td>3451.02</td>\n",
       "      <td>3464.36</td>\n",
       "      <td>3608.41</td>\n",
       "      <td>3507.93</td>\n",
       "      <td>1.1</td>\n",
       "      <td>289</td>\n",
       "      <td>7.395291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>424</td>\n",
       "      <td>4.78</td>\n",
       "      <td>-3.7</td>\n",
       "      <td>230</td>\n",
       "      <td>53.46</td>\n",
       "      <td>52.78</td>\n",
       "      <td>53.51</td>\n",
       "      <td>54.09</td>\n",
       "      <td>676</td>\n",
       "      <td>670</td>\n",
       "      <td>676</td>\n",
       "      <td>5.26</td>\n",
       "      <td>5.38</td>\n",
       "      <td>5.39</td>\n",
       "      <td>3555.76</td>\n",
       "      <td>3604.60</td>\n",
       "      <td>3643.64</td>\n",
       "      <td>3601.33</td>\n",
       "      <td>1.0</td>\n",
       "      <td>267</td>\n",
       "      <td>7.610950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>425</td>\n",
       "      <td>5.01</td>\n",
       "      <td>-3.0</td>\n",
       "      <td>240</td>\n",
       "      <td>52.01</td>\n",
       "      <td>51.62</td>\n",
       "      <td>51.43</td>\n",
       "      <td>52.98</td>\n",
       "      <td>675</td>\n",
       "      <td>670</td>\n",
       "      <td>674</td>\n",
       "      <td>5.38</td>\n",
       "      <td>5.40</td>\n",
       "      <td>5.53</td>\n",
       "      <td>3631.50</td>\n",
       "      <td>3618.00</td>\n",
       "      <td>3727.22</td>\n",
       "      <td>3658.91</td>\n",
       "      <td>0.7</td>\n",
       "      <td>274</td>\n",
       "      <td>7.719875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>426</td>\n",
       "      <td>5.14</td>\n",
       "      <td>-2.8</td>\n",
       "      <td>248</td>\n",
       "      <td>50.99</td>\n",
       "      <td>50.56</td>\n",
       "      <td>50.74</td>\n",
       "      <td>51.67</td>\n",
       "      <td>676</td>\n",
       "      <td>671</td>\n",
       "      <td>671</td>\n",
       "      <td>5.44</td>\n",
       "      <td>5.50</td>\n",
       "      <td>5.60</td>\n",
       "      <td>3677.44</td>\n",
       "      <td>3690.50</td>\n",
       "      <td>3757.60</td>\n",
       "      <td>3708.51</td>\n",
       "      <td>1.8</td>\n",
       "      <td>284</td>\n",
       "      <td>7.818196</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>427</td>\n",
       "      <td>5.14</td>\n",
       "      <td>-2.7</td>\n",
       "      <td>248</td>\n",
       "      <td>51.62</td>\n",
       "      <td>51.26</td>\n",
       "      <td>51.30</td>\n",
       "      <td>52.30</td>\n",
       "      <td>673</td>\n",
       "      <td>671</td>\n",
       "      <td>672</td>\n",
       "      <td>5.54</td>\n",
       "      <td>5.56</td>\n",
       "      <td>5.66</td>\n",
       "      <td>3728.42</td>\n",
       "      <td>3730.76</td>\n",
       "      <td>3803.52</td>\n",
       "      <td>3754.23</td>\n",
       "      <td>1.8</td>\n",
       "      <td>284</td>\n",
       "      <td>7.909751</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>429</td>\n",
       "      <td>5.83</td>\n",
       "      <td>-2.6</td>\n",
       "      <td>261</td>\n",
       "      <td>49.99</td>\n",
       "      <td>49.63</td>\n",
       "      <td>49.45</td>\n",
       "      <td>50.89</td>\n",
       "      <td>674</td>\n",
       "      <td>668</td>\n",
       "      <td>672</td>\n",
       "      <td>5.65</td>\n",
       "      <td>5.68</td>\n",
       "      <td>5.81</td>\n",
       "      <td>3808.10</td>\n",
       "      <td>3794.24</td>\n",
       "      <td>3904.32</td>\n",
       "      <td>3835.55</td>\n",
       "      <td>2.1</td>\n",
       "      <td>286</td>\n",
       "      <td>8.080550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>433</td>\n",
       "      <td>6.51</td>\n",
       "      <td>-2.6</td>\n",
       "      <td>278</td>\n",
       "      <td>48.58</td>\n",
       "      <td>48.46</td>\n",
       "      <td>48.04</td>\n",
       "      <td>49.25</td>\n",
       "      <td>674</td>\n",
       "      <td>667</td>\n",
       "      <td>668</td>\n",
       "      <td>5.89</td>\n",
       "      <td>5.90</td>\n",
       "      <td>6.04</td>\n",
       "      <td>3969.86</td>\n",
       "      <td>3935.30</td>\n",
       "      <td>4034.72</td>\n",
       "      <td>3979.96</td>\n",
       "      <td>2.0</td>\n",
       "      <td>287</td>\n",
       "      <td>8.401158</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>434</td>\n",
       "      <td>6.51</td>\n",
       "      <td>-2.5</td>\n",
       "      <td>281</td>\n",
       "      <td>48.39</td>\n",
       "      <td>48.12</td>\n",
       "      <td>47.93</td>\n",
       "      <td>49.13</td>\n",
       "      <td>672</td>\n",
       "      <td>667</td>\n",
       "      <td>668</td>\n",
       "      <td>5.93</td>\n",
       "      <td>5.95</td>\n",
       "      <td>6.09</td>\n",
       "      <td>3984.96</td>\n",
       "      <td>3968.65</td>\n",
       "      <td>4068.12</td>\n",
       "      <td>4007.24</td>\n",
       "      <td>1.5</td>\n",
       "      <td>278</td>\n",
       "      <td>8.446222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>435</td>\n",
       "      <td>6.70</td>\n",
       "      <td>-2.6</td>\n",
       "      <td>286</td>\n",
       "      <td>47.76</td>\n",
       "      <td>47.42</td>\n",
       "      <td>47.46</td>\n",
       "      <td>48.40</td>\n",
       "      <td>671</td>\n",
       "      <td>666</td>\n",
       "      <td>667</td>\n",
       "      <td>5.96</td>\n",
       "      <td>6.01</td>\n",
       "      <td>6.12</td>\n",
       "      <td>3999.16</td>\n",
       "      <td>4002.66</td>\n",
       "      <td>4082.04</td>\n",
       "      <td>4027.95</td>\n",
       "      <td>2.8</td>\n",
       "      <td>282</td>\n",
       "      <td>8.483728</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>436</td>\n",
       "      <td>6.45</td>\n",
       "      <td>-2.4</td>\n",
       "      <td>286</td>\n",
       "      <td>48.35</td>\n",
       "      <td>47.84</td>\n",
       "      <td>47.97</td>\n",
       "      <td>49.23</td>\n",
       "      <td>673</td>\n",
       "      <td>667</td>\n",
       "      <td>668</td>\n",
       "      <td>5.99</td>\n",
       "      <td>6.06</td>\n",
       "      <td>6.21</td>\n",
       "      <td>4031.27</td>\n",
       "      <td>4042.02</td>\n",
       "      <td>4148.28</td>\n",
       "      <td>4073.86</td>\n",
       "      <td>3.0</td>\n",
       "      <td>285</td>\n",
       "      <td>8.553398</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>438</td>\n",
       "      <td>6.62</td>\n",
       "      <td>-2.2</td>\n",
       "      <td>302</td>\n",
       "      <td>46.74</td>\n",
       "      <td>46.43</td>\n",
       "      <td>46.16</td>\n",
       "      <td>47.64</td>\n",
       "      <td>671</td>\n",
       "      <td>665</td>\n",
       "      <td>669</td>\n",
       "      <td>6.16</td>\n",
       "      <td>6.18</td>\n",
       "      <td>6.34</td>\n",
       "      <td>4133.36</td>\n",
       "      <td>4109.70</td>\n",
       "      <td>4241.46</td>\n",
       "      <td>4161.51</td>\n",
       "      <td>3.4</td>\n",
       "      <td>287</td>\n",
       "      <td>8.731875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>440</td>\n",
       "      <td>6.62</td>\n",
       "      <td>-1.7</td>\n",
       "      <td>307</td>\n",
       "      <td>46.50</td>\n",
       "      <td>46.11</td>\n",
       "      <td>46.28</td>\n",
       "      <td>47.10</td>\n",
       "      <td>673</td>\n",
       "      <td>667</td>\n",
       "      <td>666</td>\n",
       "      <td>6.20</td>\n",
       "      <td>6.28</td>\n",
       "      <td>6.40</td>\n",
       "      <td>4172.60</td>\n",
       "      <td>4188.76</td>\n",
       "      <td>4262.40</td>\n",
       "      <td>4207.92</td>\n",
       "      <td>3.0</td>\n",
       "      <td>288</td>\n",
       "      <td>8.820485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>446</td>\n",
       "      <td>7.07</td>\n",
       "      <td>-1.3</td>\n",
       "      <td>328</td>\n",
       "      <td>44.97</td>\n",
       "      <td>44.56</td>\n",
       "      <td>44.63</td>\n",
       "      <td>45.73</td>\n",
       "      <td>668</td>\n",
       "      <td>664</td>\n",
       "      <td>666</td>\n",
       "      <td>6.46</td>\n",
       "      <td>6.51</td>\n",
       "      <td>6.65</td>\n",
       "      <td>4315.28</td>\n",
       "      <td>4322.64</td>\n",
       "      <td>4428.90</td>\n",
       "      <td>4355.61</td>\n",
       "      <td>1.8</td>\n",
       "      <td>270</td>\n",
       "      <td>9.114595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>447</td>\n",
       "      <td>6.66</td>\n",
       "      <td>-1.1</td>\n",
       "      <td>329</td>\n",
       "      <td>45.34</td>\n",
       "      <td>45.31</td>\n",
       "      <td>44.97</td>\n",
       "      <td>45.73</td>\n",
       "      <td>670</td>\n",
       "      <td>662</td>\n",
       "      <td>666</td>\n",
       "      <td>6.56</td>\n",
       "      <td>6.59</td>\n",
       "      <td>6.66</td>\n",
       "      <td>4395.20</td>\n",
       "      <td>4362.58</td>\n",
       "      <td>4435.56</td>\n",
       "      <td>4397.78</td>\n",
       "      <td>1.2</td>\n",
       "      <td>336</td>\n",
       "      <td>9.226962</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>450</td>\n",
       "      <td>7.60</td>\n",
       "      <td>-0.7</td>\n",
       "      <td>340</td>\n",
       "      <td>44.03</td>\n",
       "      <td>43.64</td>\n",
       "      <td>43.84</td>\n",
       "      <td>44.62</td>\n",
       "      <td>665</td>\n",
       "      <td>662</td>\n",
       "      <td>661</td>\n",
       "      <td>6.60</td>\n",
       "      <td>6.66</td>\n",
       "      <td>6.79</td>\n",
       "      <td>4389.00</td>\n",
       "      <td>4408.92</td>\n",
       "      <td>4488.19</td>\n",
       "      <td>4428.70</td>\n",
       "      <td>2.0</td>\n",
       "      <td>277</td>\n",
       "      <td>9.270611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>452</td>\n",
       "      <td>7.53</td>\n",
       "      <td>-0.3</td>\n",
       "      <td>348</td>\n",
       "      <td>43.76</td>\n",
       "      <td>43.62</td>\n",
       "      <td>43.48</td>\n",
       "      <td>44.19</td>\n",
       "      <td>667</td>\n",
       "      <td>659</td>\n",
       "      <td>661</td>\n",
       "      <td>6.73</td>\n",
       "      <td>6.79</td>\n",
       "      <td>6.88</td>\n",
       "      <td>4488.91</td>\n",
       "      <td>4474.61</td>\n",
       "      <td>4547.68</td>\n",
       "      <td>4503.73</td>\n",
       "      <td>1.0</td>\n",
       "      <td>287</td>\n",
       "      <td>9.446662</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>454</td>\n",
       "      <td>6.91</td>\n",
       "      <td>-0.5</td>\n",
       "      <td>352</td>\n",
       "      <td>43.77</td>\n",
       "      <td>43.54</td>\n",
       "      <td>43.60</td>\n",
       "      <td>44.17</td>\n",
       "      <td>669</td>\n",
       "      <td>664</td>\n",
       "      <td>664</td>\n",
       "      <td>6.76</td>\n",
       "      <td>6.82</td>\n",
       "      <td>6.91</td>\n",
       "      <td>4522.44</td>\n",
       "      <td>4528.48</td>\n",
       "      <td>4588.24</td>\n",
       "      <td>4546.39</td>\n",
       "      <td>2.6</td>\n",
       "      <td>328</td>\n",
       "      <td>9.491427</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217</th>\n",
       "      <td>455</td>\n",
       "      <td>6.85</td>\n",
       "      <td>-0.5</td>\n",
       "      <td>356</td>\n",
       "      <td>43.58</td>\n",
       "      <td>43.25</td>\n",
       "      <td>43.43</td>\n",
       "      <td>44.07</td>\n",
       "      <td>668</td>\n",
       "      <td>664</td>\n",
       "      <td>665</td>\n",
       "      <td>6.80</td>\n",
       "      <td>6.87</td>\n",
       "      <td>6.96</td>\n",
       "      <td>4542.40</td>\n",
       "      <td>4561.68</td>\n",
       "      <td>4628.40</td>\n",
       "      <td>4577.49</td>\n",
       "      <td>3.0</td>\n",
       "      <td>285</td>\n",
       "      <td>9.552941</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>456</td>\n",
       "      <td>6.93</td>\n",
       "      <td>-0.5</td>\n",
       "      <td>358</td>\n",
       "      <td>43.37</td>\n",
       "      <td>43.12</td>\n",
       "      <td>42.99</td>\n",
       "      <td>44.00</td>\n",
       "      <td>668</td>\n",
       "      <td>663</td>\n",
       "      <td>666</td>\n",
       "      <td>6.82</td>\n",
       "      <td>6.85</td>\n",
       "      <td>6.98</td>\n",
       "      <td>4555.76</td>\n",
       "      <td>4541.55</td>\n",
       "      <td>4648.68</td>\n",
       "      <td>4582.00</td>\n",
       "      <td>3.9</td>\n",
       "      <td>312</td>\n",
       "      <td>9.564394</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>460</td>\n",
       "      <td>7.76</td>\n",
       "      <td>0.2</td>\n",
       "      <td>363</td>\n",
       "      <td>42.65</td>\n",
       "      <td>42.46</td>\n",
       "      <td>42.57</td>\n",
       "      <td>42.93</td>\n",
       "      <td>665</td>\n",
       "      <td>661</td>\n",
       "      <td>658</td>\n",
       "      <td>6.86</td>\n",
       "      <td>6.92</td>\n",
       "      <td>7.01</td>\n",
       "      <td>4561.90</td>\n",
       "      <td>4574.12</td>\n",
       "      <td>4612.58</td>\n",
       "      <td>4582.87</td>\n",
       "      <td>1.7</td>\n",
       "      <td>273</td>\n",
       "      <td>9.598276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>462</td>\n",
       "      <td>8.39</td>\n",
       "      <td>0.5</td>\n",
       "      <td>365</td>\n",
       "      <td>42.49</td>\n",
       "      <td>42.19</td>\n",
       "      <td>42.24</td>\n",
       "      <td>43.03</td>\n",
       "      <td>663</td>\n",
       "      <td>658</td>\n",
       "      <td>660</td>\n",
       "      <td>6.89</td>\n",
       "      <td>6.95</td>\n",
       "      <td>7.06</td>\n",
       "      <td>4568.07</td>\n",
       "      <td>4573.10</td>\n",
       "      <td>4659.60</td>\n",
       "      <td>4600.26</td>\n",
       "      <td>1.3</td>\n",
       "      <td>296</td>\n",
       "      <td>9.626132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>463</td>\n",
       "      <td>8.91</td>\n",
       "      <td>0.5</td>\n",
       "      <td>365</td>\n",
       "      <td>42.28</td>\n",
       "      <td>41.74</td>\n",
       "      <td>42.28</td>\n",
       "      <td>42.82</td>\n",
       "      <td>660</td>\n",
       "      <td>659</td>\n",
       "      <td>658</td>\n",
       "      <td>6.86</td>\n",
       "      <td>6.96</td>\n",
       "      <td>7.06</td>\n",
       "      <td>4527.60</td>\n",
       "      <td>4586.64</td>\n",
       "      <td>4645.48</td>\n",
       "      <td>4586.57</td>\n",
       "      <td>2.9</td>\n",
       "      <td>274</td>\n",
       "      <td>9.596905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>466</td>\n",
       "      <td>8.43</td>\n",
       "      <td>0.6</td>\n",
       "      <td>370</td>\n",
       "      <td>42.07</td>\n",
       "      <td>42.04</td>\n",
       "      <td>41.66</td>\n",
       "      <td>42.50</td>\n",
       "      <td>664</td>\n",
       "      <td>658</td>\n",
       "      <td>659</td>\n",
       "      <td>6.95</td>\n",
       "      <td>6.95</td>\n",
       "      <td>7.08</td>\n",
       "      <td>4614.80</td>\n",
       "      <td>4573.10</td>\n",
       "      <td>4665.72</td>\n",
       "      <td>4617.87</td>\n",
       "      <td>2.0</td>\n",
       "      <td>297</td>\n",
       "      <td>9.680810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>467</td>\n",
       "      <td>8.08</td>\n",
       "      <td>0.5</td>\n",
       "      <td>369</td>\n",
       "      <td>42.29</td>\n",
       "      <td>42.08</td>\n",
       "      <td>42.06</td>\n",
       "      <td>42.74</td>\n",
       "      <td>663</td>\n",
       "      <td>658</td>\n",
       "      <td>660</td>\n",
       "      <td>6.94</td>\n",
       "      <td>6.99</td>\n",
       "      <td>7.08</td>\n",
       "      <td>4601.22</td>\n",
       "      <td>4599.42</td>\n",
       "      <td>4672.80</td>\n",
       "      <td>4624.48</td>\n",
       "      <td>3.0</td>\n",
       "      <td>286</td>\n",
       "      <td>9.674793</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>469</td>\n",
       "      <td>8.12</td>\n",
       "      <td>0.6</td>\n",
       "      <td>367</td>\n",
       "      <td>42.42</td>\n",
       "      <td>42.25</td>\n",
       "      <td>42.35</td>\n",
       "      <td>42.66</td>\n",
       "      <td>665</td>\n",
       "      <td>658</td>\n",
       "      <td>660</td>\n",
       "      <td>6.91</td>\n",
       "      <td>7.00</td>\n",
       "      <td>7.03</td>\n",
       "      <td>4595.15</td>\n",
       "      <td>4606.00</td>\n",
       "      <td>4639.80</td>\n",
       "      <td>4613.65</td>\n",
       "      <td>2.0</td>\n",
       "      <td>285</td>\n",
       "      <td>9.663498</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>476</td>\n",
       "      <td>9.29</td>\n",
       "      <td>1.5</td>\n",
       "      <td>369</td>\n",
       "      <td>41.78</td>\n",
       "      <td>41.53</td>\n",
       "      <td>41.45</td>\n",
       "      <td>42.35</td>\n",
       "      <td>659</td>\n",
       "      <td>653</td>\n",
       "      <td>656</td>\n",
       "      <td>6.92</td>\n",
       "      <td>6.97</td>\n",
       "      <td>7.09</td>\n",
       "      <td>4560.28</td>\n",
       "      <td>4551.41</td>\n",
       "      <td>4651.04</td>\n",
       "      <td>4587.58</td>\n",
       "      <td>2.8</td>\n",
       "      <td>290</td>\n",
       "      <td>9.608355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>479</td>\n",
       "      <td>10.10</td>\n",
       "      <td>2.3</td>\n",
       "      <td>365</td>\n",
       "      <td>41.71</td>\n",
       "      <td>41.80</td>\n",
       "      <td>41.42</td>\n",
       "      <td>41.91</td>\n",
       "      <td>659</td>\n",
       "      <td>654</td>\n",
       "      <td>655</td>\n",
       "      <td>6.91</td>\n",
       "      <td>6.90</td>\n",
       "      <td>6.97</td>\n",
       "      <td>4553.69</td>\n",
       "      <td>4512.60</td>\n",
       "      <td>4565.35</td>\n",
       "      <td>4543.88</td>\n",
       "      <td>2.0</td>\n",
       "      <td>300</td>\n",
       "      <td>9.563027</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>480</td>\n",
       "      <td>9.83</td>\n",
       "      <td>2.1</td>\n",
       "      <td>364</td>\n",
       "      <td>41.92</td>\n",
       "      <td>41.59</td>\n",
       "      <td>41.88</td>\n",
       "      <td>42.31</td>\n",
       "      <td>658</td>\n",
       "      <td>654</td>\n",
       "      <td>655</td>\n",
       "      <td>6.86</td>\n",
       "      <td>6.95</td>\n",
       "      <td>7.01</td>\n",
       "      <td>4513.88</td>\n",
       "      <td>4545.30</td>\n",
       "      <td>4591.55</td>\n",
       "      <td>4550.24</td>\n",
       "      <td>1.6</td>\n",
       "      <td>296</td>\n",
       "      <td>9.537034</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>485</td>\n",
       "      <td>9.72</td>\n",
       "      <td>2.4</td>\n",
       "      <td>353</td>\n",
       "      <td>42.75</td>\n",
       "      <td>42.53</td>\n",
       "      <td>42.58</td>\n",
       "      <td>43.15</td>\n",
       "      <td>659</td>\n",
       "      <td>655</td>\n",
       "      <td>656</td>\n",
       "      <td>6.79</td>\n",
       "      <td>6.84</td>\n",
       "      <td>6.92</td>\n",
       "      <td>4474.61</td>\n",
       "      <td>4480.20</td>\n",
       "      <td>4539.52</td>\n",
       "      <td>4498.11</td>\n",
       "      <td>1.3</td>\n",
       "      <td>283</td>\n",
       "      <td>9.436872</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>488</td>\n",
       "      <td>10.20</td>\n",
       "      <td>2.4</td>\n",
       "      <td>346</td>\n",
       "      <td>42.74</td>\n",
       "      <td>42.49</td>\n",
       "      <td>42.67</td>\n",
       "      <td>43.05</td>\n",
       "      <td>659</td>\n",
       "      <td>655</td>\n",
       "      <td>655</td>\n",
       "      <td>6.66</td>\n",
       "      <td>6.73</td>\n",
       "      <td>6.79</td>\n",
       "      <td>4388.94</td>\n",
       "      <td>4408.15</td>\n",
       "      <td>4447.45</td>\n",
       "      <td>4414.85</td>\n",
       "      <td>2.5</td>\n",
       "      <td>293</td>\n",
       "      <td>9.278017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>490</td>\n",
       "      <td>10.35</td>\n",
       "      <td>2.6</td>\n",
       "      <td>343</td>\n",
       "      <td>42.81</td>\n",
       "      <td>42.45</td>\n",
       "      <td>42.96</td>\n",
       "      <td>43.02</td>\n",
       "      <td>660</td>\n",
       "      <td>655</td>\n",
       "      <td>655</td>\n",
       "      <td>6.59</td>\n",
       "      <td>6.72</td>\n",
       "      <td>6.73</td>\n",
       "      <td>4349.40</td>\n",
       "      <td>4401.60</td>\n",
       "      <td>4408.15</td>\n",
       "      <td>4386.38</td>\n",
       "      <td>2.1</td>\n",
       "      <td>276</td>\n",
       "      <td>9.218868</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>491</td>\n",
       "      <td>10.37</td>\n",
       "      <td>2.6</td>\n",
       "      <td>340</td>\n",
       "      <td>42.93</td>\n",
       "      <td>42.63</td>\n",
       "      <td>42.82</td>\n",
       "      <td>43.34</td>\n",
       "      <td>659</td>\n",
       "      <td>656</td>\n",
       "      <td>656</td>\n",
       "      <td>6.57</td>\n",
       "      <td>6.63</td>\n",
       "      <td>6.71</td>\n",
       "      <td>4329.63</td>\n",
       "      <td>4349.28</td>\n",
       "      <td>4401.76</td>\n",
       "      <td>4360.22</td>\n",
       "      <td>1.8</td>\n",
       "      <td>264</td>\n",
       "      <td>9.161994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>494</td>\n",
       "      <td>9.64</td>\n",
       "      <td>2.6</td>\n",
       "      <td>329</td>\n",
       "      <td>43.52</td>\n",
       "      <td>43.29</td>\n",
       "      <td>43.23</td>\n",
       "      <td>44.03</td>\n",
       "      <td>661</td>\n",
       "      <td>657</td>\n",
       "      <td>657</td>\n",
       "      <td>6.42</td>\n",
       "      <td>6.45</td>\n",
       "      <td>6.57</td>\n",
       "      <td>4243.62</td>\n",
       "      <td>4237.65</td>\n",
       "      <td>4316.49</td>\n",
       "      <td>4265.92</td>\n",
       "      <td>2.3</td>\n",
       "      <td>285</td>\n",
       "      <td>8.951435</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>495</td>\n",
       "      <td>9.91</td>\n",
       "      <td>2.6</td>\n",
       "      <td>325</td>\n",
       "      <td>43.74</td>\n",
       "      <td>43.57</td>\n",
       "      <td>43.45</td>\n",
       "      <td>44.19</td>\n",
       "      <td>661</td>\n",
       "      <td>657</td>\n",
       "      <td>657</td>\n",
       "      <td>6.39</td>\n",
       "      <td>6.41</td>\n",
       "      <td>6.52</td>\n",
       "      <td>4223.79</td>\n",
       "      <td>4211.37</td>\n",
       "      <td>4283.64</td>\n",
       "      <td>4239.60</td>\n",
       "      <td>2.2</td>\n",
       "      <td>351</td>\n",
       "      <td>8.911026</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>497</td>\n",
       "      <td>9.85</td>\n",
       "      <td>2.6</td>\n",
       "      <td>319</td>\n",
       "      <td>43.90</td>\n",
       "      <td>43.22</td>\n",
       "      <td>43.72</td>\n",
       "      <td>44.76</td>\n",
       "      <td>661</td>\n",
       "      <td>656</td>\n",
       "      <td>658</td>\n",
       "      <td>6.22</td>\n",
       "      <td>6.34</td>\n",
       "      <td>6.47</td>\n",
       "      <td>4111.42</td>\n",
       "      <td>4159.04</td>\n",
       "      <td>4257.26</td>\n",
       "      <td>4175.91</td>\n",
       "      <td>1.8</td>\n",
       "      <td>283</td>\n",
       "      <td>8.740558</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>498</td>\n",
       "      <td>9.76</td>\n",
       "      <td>2.6</td>\n",
       "      <td>311</td>\n",
       "      <td>44.54</td>\n",
       "      <td>44.27</td>\n",
       "      <td>44.43</td>\n",
       "      <td>44.92</td>\n",
       "      <td>662</td>\n",
       "      <td>657</td>\n",
       "      <td>660</td>\n",
       "      <td>6.20</td>\n",
       "      <td>6.27</td>\n",
       "      <td>6.31</td>\n",
       "      <td>4104.40</td>\n",
       "      <td>4119.39</td>\n",
       "      <td>4164.60</td>\n",
       "      <td>4129.46</td>\n",
       "      <td>3.1</td>\n",
       "      <td>283</td>\n",
       "      <td>8.687701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>500</td>\n",
       "      <td>8.99</td>\n",
       "      <td>2.3</td>\n",
       "      <td>307</td>\n",
       "      <td>45.09</td>\n",
       "      <td>44.81</td>\n",
       "      <td>45.05</td>\n",
       "      <td>45.41</td>\n",
       "      <td>665</td>\n",
       "      <td>660</td>\n",
       "      <td>662</td>\n",
       "      <td>6.15</td>\n",
       "      <td>6.23</td>\n",
       "      <td>6.26</td>\n",
       "      <td>4089.75</td>\n",
       "      <td>4111.80</td>\n",
       "      <td>4144.12</td>\n",
       "      <td>4115.22</td>\n",
       "      <td>2.9</td>\n",
       "      <td>296</td>\n",
       "      <td>8.648090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>502</td>\n",
       "      <td>8.37</td>\n",
       "      <td>2.3</td>\n",
       "      <td>302</td>\n",
       "      <td>45.42</td>\n",
       "      <td>45.28</td>\n",
       "      <td>44.80</td>\n",
       "      <td>46.18</td>\n",
       "      <td>665</td>\n",
       "      <td>660</td>\n",
       "      <td>664</td>\n",
       "      <td>6.10</td>\n",
       "      <td>6.08</td>\n",
       "      <td>6.23</td>\n",
       "      <td>4056.50</td>\n",
       "      <td>4012.80</td>\n",
       "      <td>4136.72</td>\n",
       "      <td>4068.67</td>\n",
       "      <td>2.4</td>\n",
       "      <td>303</td>\n",
       "      <td>8.522741</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>503</td>\n",
       "      <td>8.31</td>\n",
       "      <td>2.2</td>\n",
       "      <td>300</td>\n",
       "      <td>45.58</td>\n",
       "      <td>45.36</td>\n",
       "      <td>45.16</td>\n",
       "      <td>46.21</td>\n",
       "      <td>666</td>\n",
       "      <td>663</td>\n",
       "      <td>662</td>\n",
       "      <td>6.06</td>\n",
       "      <td>6.06</td>\n",
       "      <td>6.21</td>\n",
       "      <td>4035.96</td>\n",
       "      <td>4017.78</td>\n",
       "      <td>4111.02</td>\n",
       "      <td>4054.92</td>\n",
       "      <td>1.8</td>\n",
       "      <td>278</td>\n",
       "      <td>8.491842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>504</td>\n",
       "      <td>8.01</td>\n",
       "      <td>2.5</td>\n",
       "      <td>293</td>\n",
       "      <td>46.07</td>\n",
       "      <td>45.80</td>\n",
       "      <td>45.67</td>\n",
       "      <td>46.75</td>\n",
       "      <td>667</td>\n",
       "      <td>664</td>\n",
       "      <td>662</td>\n",
       "      <td>5.96</td>\n",
       "      <td>5.97</td>\n",
       "      <td>6.13</td>\n",
       "      <td>3975.32</td>\n",
       "      <td>3964.08</td>\n",
       "      <td>4058.06</td>\n",
       "      <td>3999.15</td>\n",
       "      <td>2.7</td>\n",
       "      <td>282</td>\n",
       "      <td>8.361669</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>505</td>\n",
       "      <td>7.85</td>\n",
       "      <td>2.3</td>\n",
       "      <td>285</td>\n",
       "      <td>46.73</td>\n",
       "      <td>46.48</td>\n",
       "      <td>46.51</td>\n",
       "      <td>47.21</td>\n",
       "      <td>667</td>\n",
       "      <td>664</td>\n",
       "      <td>664</td>\n",
       "      <td>5.88</td>\n",
       "      <td>5.91</td>\n",
       "      <td>6.00</td>\n",
       "      <td>3921.96</td>\n",
       "      <td>3924.24</td>\n",
       "      <td>3984.00</td>\n",
       "      <td>3943.40</td>\n",
       "      <td>3.7</td>\n",
       "      <td>324</td>\n",
       "      <td>8.285001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>506</td>\n",
       "      <td>7.68</td>\n",
       "      <td>2.0</td>\n",
       "      <td>278</td>\n",
       "      <td>47.36</td>\n",
       "      <td>47.50</td>\n",
       "      <td>46.82</td>\n",
       "      <td>47.78</td>\n",
       "      <td>669</td>\n",
       "      <td>664</td>\n",
       "      <td>665</td>\n",
       "      <td>5.84</td>\n",
       "      <td>5.80</td>\n",
       "      <td>5.91</td>\n",
       "      <td>3906.96</td>\n",
       "      <td>3851.20</td>\n",
       "      <td>3930.15</td>\n",
       "      <td>3896.10</td>\n",
       "      <td>2.5</td>\n",
       "      <td>355</td>\n",
       "      <td>8.204380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>508</td>\n",
       "      <td>7.81</td>\n",
       "      <td>2.3</td>\n",
       "      <td>277</td>\n",
       "      <td>46.95</td>\n",
       "      <td>46.68</td>\n",
       "      <td>46.40</td>\n",
       "      <td>47.77</td>\n",
       "      <td>668</td>\n",
       "      <td>664</td>\n",
       "      <td>664</td>\n",
       "      <td>5.73</td>\n",
       "      <td>5.73</td>\n",
       "      <td>5.90</td>\n",
       "      <td>3827.64</td>\n",
       "      <td>3804.72</td>\n",
       "      <td>3917.60</td>\n",
       "      <td>3849.99</td>\n",
       "      <td>3.2</td>\n",
       "      <td>312</td>\n",
       "      <td>8.074788</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>509</td>\n",
       "      <td>7.76</td>\n",
       "      <td>2.2</td>\n",
       "      <td>266</td>\n",
       "      <td>48.15</td>\n",
       "      <td>47.57</td>\n",
       "      <td>48.40</td>\n",
       "      <td>48.47</td>\n",
       "      <td>670</td>\n",
       "      <td>665</td>\n",
       "      <td>666</td>\n",
       "      <td>5.59</td>\n",
       "      <td>5.73</td>\n",
       "      <td>5.73</td>\n",
       "      <td>3745.30</td>\n",
       "      <td>3810.45</td>\n",
       "      <td>3816.18</td>\n",
       "      <td>3790.64</td>\n",
       "      <td>3.3</td>\n",
       "      <td>285</td>\n",
       "      <td>7.953761</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>510</td>\n",
       "      <td>7.91</td>\n",
       "      <td>2.3</td>\n",
       "      <td>260</td>\n",
       "      <td>48.21</td>\n",
       "      <td>48.28</td>\n",
       "      <td>47.89</td>\n",
       "      <td>48.45</td>\n",
       "      <td>671</td>\n",
       "      <td>662</td>\n",
       "      <td>665</td>\n",
       "      <td>5.54</td>\n",
       "      <td>5.57</td>\n",
       "      <td>5.61</td>\n",
       "      <td>3717.34</td>\n",
       "      <td>3687.34</td>\n",
       "      <td>3730.65</td>\n",
       "      <td>3711.78</td>\n",
       "      <td>1.5</td>\n",
       "      <td>269</td>\n",
       "      <td>7.807098</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>511</td>\n",
       "      <td>7.91</td>\n",
       "      <td>2.3</td>\n",
       "      <td>260</td>\n",
       "      <td>48.21</td>\n",
       "      <td>48.28</td>\n",
       "      <td>47.89</td>\n",
       "      <td>48.45</td>\n",
       "      <td>671</td>\n",
       "      <td>662</td>\n",
       "      <td>665</td>\n",
       "      <td>5.54</td>\n",
       "      <td>5.57</td>\n",
       "      <td>5.61</td>\n",
       "      <td>3717.34</td>\n",
       "      <td>3687.34</td>\n",
       "      <td>3730.65</td>\n",
       "      <td>3711.78</td>\n",
       "      <td>1.5</td>\n",
       "      <td>269</td>\n",
       "      <td>7.807098</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>512</td>\n",
       "      <td>0.48</td>\n",
       "      <td>77.2</td>\n",
       "      <td>260</td>\n",
       "      <td>33.78</td>\n",
       "      <td>49.48</td>\n",
       "      <td>49.83</td>\n",
       "      <td>2.04</td>\n",
       "      <td>554</td>\n",
       "      <td>563</td>\n",
       "      <td>23</td>\n",
       "      <td>6.70</td>\n",
       "      <td>6.64</td>\n",
       "      <td>6.67</td>\n",
       "      <td>3711.80</td>\n",
       "      <td>3738.32</td>\n",
       "      <td>153.41</td>\n",
       "      <td>2534.51</td>\n",
       "      <td>3.8</td>\n",
       "      <td>257</td>\n",
       "      <td>7.807098</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>513</td>\n",
       "      <td>7.97</td>\n",
       "      <td>2.3</td>\n",
       "      <td>246</td>\n",
       "      <td>49.72</td>\n",
       "      <td>49.60</td>\n",
       "      <td>49.56</td>\n",
       "      <td>50.01</td>\n",
       "      <td>668</td>\n",
       "      <td>665</td>\n",
       "      <td>665</td>\n",
       "      <td>5.41</td>\n",
       "      <td>5.43</td>\n",
       "      <td>5.48</td>\n",
       "      <td>3613.88</td>\n",
       "      <td>3610.95</td>\n",
       "      <td>3644.20</td>\n",
       "      <td>3623.01</td>\n",
       "      <td>1.5</td>\n",
       "      <td>306</td>\n",
       "      <td>7.640786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>515</td>\n",
       "      <td>8.37</td>\n",
       "      <td>2.5</td>\n",
       "      <td>241</td>\n",
       "      <td>49.85</td>\n",
       "      <td>49.45</td>\n",
       "      <td>49.67</td>\n",
       "      <td>50.42</td>\n",
       "      <td>667</td>\n",
       "      <td>665</td>\n",
       "      <td>665</td>\n",
       "      <td>5.30</td>\n",
       "      <td>5.34</td>\n",
       "      <td>5.42</td>\n",
       "      <td>3535.10</td>\n",
       "      <td>3551.10</td>\n",
       "      <td>3604.30</td>\n",
       "      <td>3563.50</td>\n",
       "      <td>2.5</td>\n",
       "      <td>278</td>\n",
       "      <td>7.496528</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>517</td>\n",
       "      <td>8.47</td>\n",
       "      <td>2.6</td>\n",
       "      <td>227</td>\n",
       "      <td>50.89</td>\n",
       "      <td>50.48</td>\n",
       "      <td>50.57</td>\n",
       "      <td>51.63</td>\n",
       "      <td>668</td>\n",
       "      <td>664</td>\n",
       "      <td>665</td>\n",
       "      <td>5.09</td>\n",
       "      <td>5.13</td>\n",
       "      <td>5.23</td>\n",
       "      <td>3400.12</td>\n",
       "      <td>3406.32</td>\n",
       "      <td>3477.95</td>\n",
       "      <td>3428.13</td>\n",
       "      <td>2.4</td>\n",
       "      <td>323</td>\n",
       "      <td>7.249447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8750</th>\n",
       "      <td>17394</td>\n",
       "      <td>11.62</td>\n",
       "      <td>9.3</td>\n",
       "      <td>243</td>\n",
       "      <td>15.94</td>\n",
       "      <td>15.51</td>\n",
       "      <td>15.57</td>\n",
       "      <td>16.74</td>\n",
       "      <td>650</td>\n",
       "      <td>645</td>\n",
       "      <td>646</td>\n",
       "      <td>1.74</td>\n",
       "      <td>1.76</td>\n",
       "      <td>1.89</td>\n",
       "      <td>1131.00</td>\n",
       "      <td>1135.20</td>\n",
       "      <td>1220.94</td>\n",
       "      <td>1162.38</td>\n",
       "      <td>4.5</td>\n",
       "      <td>327</td>\n",
       "      <td>2.324591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8751</th>\n",
       "      <td>17396</td>\n",
       "      <td>11.83</td>\n",
       "      <td>9.4</td>\n",
       "      <td>189</td>\n",
       "      <td>19.17</td>\n",
       "      <td>19.33</td>\n",
       "      <td>18.78</td>\n",
       "      <td>19.41</td>\n",
       "      <td>653</td>\n",
       "      <td>650</td>\n",
       "      <td>648</td>\n",
       "      <td>1.68</td>\n",
       "      <td>1.64</td>\n",
       "      <td>1.70</td>\n",
       "      <td>1097.04</td>\n",
       "      <td>1066.00</td>\n",
       "      <td>1101.60</td>\n",
       "      <td>1088.21</td>\n",
       "      <td>1.8</td>\n",
       "      <td>330</td>\n",
       "      <td>2.289294</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8752</th>\n",
       "      <td>17400</td>\n",
       "      <td>10.97</td>\n",
       "      <td>9.3</td>\n",
       "      <td>204</td>\n",
       "      <td>17.21</td>\n",
       "      <td>16.82</td>\n",
       "      <td>16.68</td>\n",
       "      <td>18.12</td>\n",
       "      <td>650</td>\n",
       "      <td>649</td>\n",
       "      <td>651</td>\n",
       "      <td>1.58</td>\n",
       "      <td>1.57</td>\n",
       "      <td>1.70</td>\n",
       "      <td>1027.00</td>\n",
       "      <td>1018.93</td>\n",
       "      <td>1106.70</td>\n",
       "      <td>1050.88</td>\n",
       "      <td>1.5</td>\n",
       "      <td>1</td>\n",
       "      <td>2.408096</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8753</th>\n",
       "      <td>17401</td>\n",
       "      <td>11.29</td>\n",
       "      <td>9.3</td>\n",
       "      <td>234</td>\n",
       "      <td>17.06</td>\n",
       "      <td>16.20</td>\n",
       "      <td>17.05</td>\n",
       "      <td>17.94</td>\n",
       "      <td>653</td>\n",
       "      <td>650</td>\n",
       "      <td>652</td>\n",
       "      <td>1.74</td>\n",
       "      <td>1.84</td>\n",
       "      <td>1.93</td>\n",
       "      <td>1136.22</td>\n",
       "      <td>1196.00</td>\n",
       "      <td>1258.36</td>\n",
       "      <td>1196.86</td>\n",
       "      <td>3.2</td>\n",
       "      <td>341</td>\n",
       "      <td>2.162543</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8754</th>\n",
       "      <td>17403</td>\n",
       "      <td>11.29</td>\n",
       "      <td>9.1</td>\n",
       "      <td>194</td>\n",
       "      <td>19.42</td>\n",
       "      <td>20.44</td>\n",
       "      <td>18.45</td>\n",
       "      <td>19.37</td>\n",
       "      <td>653</td>\n",
       "      <td>654</td>\n",
       "      <td>651</td>\n",
       "      <td>1.82</td>\n",
       "      <td>1.64</td>\n",
       "      <td>1.73</td>\n",
       "      <td>1188.46</td>\n",
       "      <td>1072.56</td>\n",
       "      <td>1126.23</td>\n",
       "      <td>1129.08</td>\n",
       "      <td>6.1</td>\n",
       "      <td>31</td>\n",
       "      <td>2.375641</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8755</th>\n",
       "      <td>17404</td>\n",
       "      <td>11.08</td>\n",
       "      <td>9.1</td>\n",
       "      <td>165</td>\n",
       "      <td>18.72</td>\n",
       "      <td>19.95</td>\n",
       "      <td>16.16</td>\n",
       "      <td>20.06</td>\n",
       "      <td>653</td>\n",
       "      <td>644</td>\n",
       "      <td>648</td>\n",
       "      <td>1.51</td>\n",
       "      <td>1.24</td>\n",
       "      <td>1.53</td>\n",
       "      <td>986.03</td>\n",
       "      <td>798.56</td>\n",
       "      <td>991.44</td>\n",
       "      <td>925.34</td>\n",
       "      <td>3.0</td>\n",
       "      <td>349</td>\n",
       "      <td>1.893522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8756</th>\n",
       "      <td>17409</td>\n",
       "      <td>10.28</td>\n",
       "      <td>8.9</td>\n",
       "      <td>158</td>\n",
       "      <td>17.04</td>\n",
       "      <td>17.72</td>\n",
       "      <td>16.43</td>\n",
       "      <td>16.98</td>\n",
       "      <td>648</td>\n",
       "      <td>646</td>\n",
       "      <td>641</td>\n",
       "      <td>1.29</td>\n",
       "      <td>1.20</td>\n",
       "      <td>1.25</td>\n",
       "      <td>835.92</td>\n",
       "      <td>775.20</td>\n",
       "      <td>801.25</td>\n",
       "      <td>804.12</td>\n",
       "      <td>2.1</td>\n",
       "      <td>32</td>\n",
       "      <td>1.953715</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8757</th>\n",
       "      <td>17411</td>\n",
       "      <td>10.24</td>\n",
       "      <td>8.8</td>\n",
       "      <td>138</td>\n",
       "      <td>20.30</td>\n",
       "      <td>20.97</td>\n",
       "      <td>19.94</td>\n",
       "      <td>19.97</td>\n",
       "      <td>645</td>\n",
       "      <td>647</td>\n",
       "      <td>643</td>\n",
       "      <td>1.34</td>\n",
       "      <td>1.27</td>\n",
       "      <td>1.28</td>\n",
       "      <td>864.30</td>\n",
       "      <td>821.69</td>\n",
       "      <td>823.04</td>\n",
       "      <td>836.34</td>\n",
       "      <td>4.7</td>\n",
       "      <td>17</td>\n",
       "      <td>1.795597</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8758</th>\n",
       "      <td>17412</td>\n",
       "      <td>10.12</td>\n",
       "      <td>9.0</td>\n",
       "      <td>133</td>\n",
       "      <td>18.76</td>\n",
       "      <td>19.91</td>\n",
       "      <td>18.28</td>\n",
       "      <td>18.08</td>\n",
       "      <td>648</td>\n",
       "      <td>648</td>\n",
       "      <td>641</td>\n",
       "      <td>1.22</td>\n",
       "      <td>1.12</td>\n",
       "      <td>1.12</td>\n",
       "      <td>790.56</td>\n",
       "      <td>725.76</td>\n",
       "      <td>717.92</td>\n",
       "      <td>744.75</td>\n",
       "      <td>1.0</td>\n",
       "      <td>61</td>\n",
       "      <td>1.931058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8759</th>\n",
       "      <td>17416</td>\n",
       "      <td>9.49</td>\n",
       "      <td>8.6</td>\n",
       "      <td>116</td>\n",
       "      <td>20.75</td>\n",
       "      <td>21.42</td>\n",
       "      <td>20.54</td>\n",
       "      <td>20.29</td>\n",
       "      <td>649</td>\n",
       "      <td>645</td>\n",
       "      <td>643</td>\n",
       "      <td>1.14</td>\n",
       "      <td>1.10</td>\n",
       "      <td>1.09</td>\n",
       "      <td>739.86</td>\n",
       "      <td>709.50</td>\n",
       "      <td>700.87</td>\n",
       "      <td>716.74</td>\n",
       "      <td>1.3</td>\n",
       "      <td>6</td>\n",
       "      <td>1.819685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8760</th>\n",
       "      <td>17417</td>\n",
       "      <td>8.89</td>\n",
       "      <td>8.3</td>\n",
       "      <td>103</td>\n",
       "      <td>17.14</td>\n",
       "      <td>16.78</td>\n",
       "      <td>17.51</td>\n",
       "      <td>17.14</td>\n",
       "      <td>642</td>\n",
       "      <td>638</td>\n",
       "      <td>632</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.84</td>\n",
       "      <td>0.83</td>\n",
       "      <td>513.60</td>\n",
       "      <td>535.92</td>\n",
       "      <td>524.56</td>\n",
       "      <td>524.69</td>\n",
       "      <td>5.4</td>\n",
       "      <td>355</td>\n",
       "      <td>0.903336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8761</th>\n",
       "      <td>17418</td>\n",
       "      <td>8.87</td>\n",
       "      <td>8.2</td>\n",
       "      <td>107</td>\n",
       "      <td>17.02</td>\n",
       "      <td>16.68</td>\n",
       "      <td>17.08</td>\n",
       "      <td>17.29</td>\n",
       "      <td>639</td>\n",
       "      <td>639</td>\n",
       "      <td>632</td>\n",
       "      <td>0.83</td>\n",
       "      <td>0.85</td>\n",
       "      <td>0.87</td>\n",
       "      <td>530.37</td>\n",
       "      <td>543.15</td>\n",
       "      <td>549.84</td>\n",
       "      <td>541.12</td>\n",
       "      <td>3.6</td>\n",
       "      <td>24</td>\n",
       "      <td>1.240460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8762</th>\n",
       "      <td>17422</td>\n",
       "      <td>8.12</td>\n",
       "      <td>7.6</td>\n",
       "      <td>98</td>\n",
       "      <td>19.78</td>\n",
       "      <td>19.10</td>\n",
       "      <td>19.39</td>\n",
       "      <td>20.84</td>\n",
       "      <td>645</td>\n",
       "      <td>640</td>\n",
       "      <td>644</td>\n",
       "      <td>0.86</td>\n",
       "      <td>0.88</td>\n",
       "      <td>0.94</td>\n",
       "      <td>554.70</td>\n",
       "      <td>563.20</td>\n",
       "      <td>605.36</td>\n",
       "      <td>574.42</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.168572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8763</th>\n",
       "      <td>17424</td>\n",
       "      <td>7.93</td>\n",
       "      <td>7.5</td>\n",
       "      <td>120</td>\n",
       "      <td>17.68</td>\n",
       "      <td>16.59</td>\n",
       "      <td>17.24</td>\n",
       "      <td>19.21</td>\n",
       "      <td>648</td>\n",
       "      <td>645</td>\n",
       "      <td>644</td>\n",
       "      <td>0.91</td>\n",
       "      <td>0.95</td>\n",
       "      <td>1.06</td>\n",
       "      <td>589.68</td>\n",
       "      <td>612.75</td>\n",
       "      <td>682.64</td>\n",
       "      <td>628.36</td>\n",
       "      <td>6.6</td>\n",
       "      <td>58</td>\n",
       "      <td>1.165750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8764</th>\n",
       "      <td>17425</td>\n",
       "      <td>7.95</td>\n",
       "      <td>7.6</td>\n",
       "      <td>144</td>\n",
       "      <td>15.25</td>\n",
       "      <td>14.84</td>\n",
       "      <td>14.43</td>\n",
       "      <td>16.48</td>\n",
       "      <td>646</td>\n",
       "      <td>648</td>\n",
       "      <td>645</td>\n",
       "      <td>0.98</td>\n",
       "      <td>0.95</td>\n",
       "      <td>1.09</td>\n",
       "      <td>633.08</td>\n",
       "      <td>615.60</td>\n",
       "      <td>703.05</td>\n",
       "      <td>650.58</td>\n",
       "      <td>3.1</td>\n",
       "      <td>62</td>\n",
       "      <td>1.458536</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8765</th>\n",
       "      <td>17426</td>\n",
       "      <td>8.05</td>\n",
       "      <td>7.6</td>\n",
       "      <td>167</td>\n",
       "      <td>16.51</td>\n",
       "      <td>16.94</td>\n",
       "      <td>16.76</td>\n",
       "      <td>15.81</td>\n",
       "      <td>655</td>\n",
       "      <td>653</td>\n",
       "      <td>652</td>\n",
       "      <td>1.28</td>\n",
       "      <td>1.27</td>\n",
       "      <td>1.20</td>\n",
       "      <td>838.40</td>\n",
       "      <td>829.31</td>\n",
       "      <td>782.40</td>\n",
       "      <td>816.70</td>\n",
       "      <td>4.4</td>\n",
       "      <td>59</td>\n",
       "      <td>1.744210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8766</th>\n",
       "      <td>17427</td>\n",
       "      <td>8.14</td>\n",
       "      <td>7.3</td>\n",
       "      <td>200</td>\n",
       "      <td>16.20</td>\n",
       "      <td>15.58</td>\n",
       "      <td>15.56</td>\n",
       "      <td>17.46</td>\n",
       "      <td>655</td>\n",
       "      <td>659</td>\n",
       "      <td>655</td>\n",
       "      <td>1.41</td>\n",
       "      <td>1.40</td>\n",
       "      <td>1.58</td>\n",
       "      <td>923.55</td>\n",
       "      <td>922.60</td>\n",
       "      <td>1034.90</td>\n",
       "      <td>960.35</td>\n",
       "      <td>4.3</td>\n",
       "      <td>39</td>\n",
       "      <td>1.969624</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8767</th>\n",
       "      <td>17428</td>\n",
       "      <td>8.10</td>\n",
       "      <td>7.3</td>\n",
       "      <td>205</td>\n",
       "      <td>16.44</td>\n",
       "      <td>15.97</td>\n",
       "      <td>16.27</td>\n",
       "      <td>17.09</td>\n",
       "      <td>660</td>\n",
       "      <td>659</td>\n",
       "      <td>657</td>\n",
       "      <td>1.47</td>\n",
       "      <td>1.50</td>\n",
       "      <td>1.58</td>\n",
       "      <td>970.20</td>\n",
       "      <td>988.50</td>\n",
       "      <td>1038.06</td>\n",
       "      <td>998.92</td>\n",
       "      <td>5.0</td>\n",
       "      <td>57</td>\n",
       "      <td>2.025528</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8768</th>\n",
       "      <td>17429</td>\n",
       "      <td>8.28</td>\n",
       "      <td>7.5</td>\n",
       "      <td>218</td>\n",
       "      <td>16.63</td>\n",
       "      <td>16.18</td>\n",
       "      <td>16.54</td>\n",
       "      <td>17.18</td>\n",
       "      <td>658</td>\n",
       "      <td>660</td>\n",
       "      <td>657</td>\n",
       "      <td>1.59</td>\n",
       "      <td>1.62</td>\n",
       "      <td>1.69</td>\n",
       "      <td>1046.22</td>\n",
       "      <td>1069.20</td>\n",
       "      <td>1110.33</td>\n",
       "      <td>1075.25</td>\n",
       "      <td>4.1</td>\n",
       "      <td>10</td>\n",
       "      <td>2.205105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8769</th>\n",
       "      <td>17431</td>\n",
       "      <td>8.49</td>\n",
       "      <td>7.4</td>\n",
       "      <td>225</td>\n",
       "      <td>17.25</td>\n",
       "      <td>17.40</td>\n",
       "      <td>16.46</td>\n",
       "      <td>17.89</td>\n",
       "      <td>664</td>\n",
       "      <td>654</td>\n",
       "      <td>660</td>\n",
       "      <td>1.75</td>\n",
       "      <td>1.68</td>\n",
       "      <td>1.81</td>\n",
       "      <td>1162.00</td>\n",
       "      <td>1098.72</td>\n",
       "      <td>1194.60</td>\n",
       "      <td>1151.77</td>\n",
       "      <td>5.1</td>\n",
       "      <td>0</td>\n",
       "      <td>2.345402</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8770</th>\n",
       "      <td>17432</td>\n",
       "      <td>8.51</td>\n",
       "      <td>7.3</td>\n",
       "      <td>249</td>\n",
       "      <td>16.29</td>\n",
       "      <td>15.81</td>\n",
       "      <td>15.80</td>\n",
       "      <td>17.26</td>\n",
       "      <td>660</td>\n",
       "      <td>656</td>\n",
       "      <td>661</td>\n",
       "      <td>1.77</td>\n",
       "      <td>1.78</td>\n",
       "      <td>1.93</td>\n",
       "      <td>1168.20</td>\n",
       "      <td>1167.68</td>\n",
       "      <td>1275.73</td>\n",
       "      <td>1203.87</td>\n",
       "      <td>5.1</td>\n",
       "      <td>359</td>\n",
       "      <td>2.314557</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8771</th>\n",
       "      <td>17433</td>\n",
       "      <td>8.97</td>\n",
       "      <td>7.4</td>\n",
       "      <td>215</td>\n",
       "      <td>18.12</td>\n",
       "      <td>18.30</td>\n",
       "      <td>17.55</td>\n",
       "      <td>18.50</td>\n",
       "      <td>657</td>\n",
       "      <td>656</td>\n",
       "      <td>657</td>\n",
       "      <td>1.78</td>\n",
       "      <td>1.71</td>\n",
       "      <td>1.80</td>\n",
       "      <td>1169.46</td>\n",
       "      <td>1121.76</td>\n",
       "      <td>1182.60</td>\n",
       "      <td>1157.94</td>\n",
       "      <td>5.2</td>\n",
       "      <td>29</td>\n",
       "      <td>2.401691</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8772</th>\n",
       "      <td>17439</td>\n",
       "      <td>7.31</td>\n",
       "      <td>6.6</td>\n",
       "      <td>111</td>\n",
       "      <td>21.66</td>\n",
       "      <td>27.32</td>\n",
       "      <td>19.13</td>\n",
       "      <td>18.54</td>\n",
       "      <td>659</td>\n",
       "      <td>647</td>\n",
       "      <td>640</td>\n",
       "      <td>1.36</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.95</td>\n",
       "      <td>896.24</td>\n",
       "      <td>627.59</td>\n",
       "      <td>608.00</td>\n",
       "      <td>710.61</td>\n",
       "      <td>4.0</td>\n",
       "      <td>49</td>\n",
       "      <td>1.747502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8773</th>\n",
       "      <td>17440</td>\n",
       "      <td>6.78</td>\n",
       "      <td>6.1</td>\n",
       "      <td>101</td>\n",
       "      <td>19.38</td>\n",
       "      <td>18.46</td>\n",
       "      <td>18.40</td>\n",
       "      <td>21.28</td>\n",
       "      <td>647</td>\n",
       "      <td>645</td>\n",
       "      <td>647</td>\n",
       "      <td>0.85</td>\n",
       "      <td>0.85</td>\n",
       "      <td>0.98</td>\n",
       "      <td>549.95</td>\n",
       "      <td>548.25</td>\n",
       "      <td>634.06</td>\n",
       "      <td>577.42</td>\n",
       "      <td>8.3</td>\n",
       "      <td>39</td>\n",
       "      <td>1.036821</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8774</th>\n",
       "      <td>17441</td>\n",
       "      <td>6.56</td>\n",
       "      <td>6.3</td>\n",
       "      <td>113</td>\n",
       "      <td>19.19</td>\n",
       "      <td>19.61</td>\n",
       "      <td>17.90</td>\n",
       "      <td>20.07</td>\n",
       "      <td>653</td>\n",
       "      <td>648</td>\n",
       "      <td>649</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.92</td>\n",
       "      <td>1.03</td>\n",
       "      <td>653.00</td>\n",
       "      <td>596.16</td>\n",
       "      <td>668.47</td>\n",
       "      <td>639.21</td>\n",
       "      <td>3.6</td>\n",
       "      <td>6</td>\n",
       "      <td>1.410063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8775</th>\n",
       "      <td>17443</td>\n",
       "      <td>6.43</td>\n",
       "      <td>6.2</td>\n",
       "      <td>89</td>\n",
       "      <td>22.17</td>\n",
       "      <td>23.13</td>\n",
       "      <td>19.52</td>\n",
       "      <td>23.86</td>\n",
       "      <td>652</td>\n",
       "      <td>648</td>\n",
       "      <td>645</td>\n",
       "      <td>0.93</td>\n",
       "      <td>0.79</td>\n",
       "      <td>0.97</td>\n",
       "      <td>606.36</td>\n",
       "      <td>511.92</td>\n",
       "      <td>625.65</td>\n",
       "      <td>581.31</td>\n",
       "      <td>4.4</td>\n",
       "      <td>43</td>\n",
       "      <td>1.173914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8776</th>\n",
       "      <td>17444</td>\n",
       "      <td>6.01</td>\n",
       "      <td>5.9</td>\n",
       "      <td>84</td>\n",
       "      <td>21.33</td>\n",
       "      <td>19.03</td>\n",
       "      <td>22.10</td>\n",
       "      <td>22.86</td>\n",
       "      <td>644</td>\n",
       "      <td>650</td>\n",
       "      <td>642</td>\n",
       "      <td>0.73</td>\n",
       "      <td>0.84</td>\n",
       "      <td>0.88</td>\n",
       "      <td>470.12</td>\n",
       "      <td>546.00</td>\n",
       "      <td>564.96</td>\n",
       "      <td>527.03</td>\n",
       "      <td>1.6</td>\n",
       "      <td>22</td>\n",
       "      <td>1.259477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8777</th>\n",
       "      <td>17445</td>\n",
       "      <td>5.95</td>\n",
       "      <td>5.9</td>\n",
       "      <td>94</td>\n",
       "      <td>18.96</td>\n",
       "      <td>17.81</td>\n",
       "      <td>18.11</td>\n",
       "      <td>20.96</td>\n",
       "      <td>648</td>\n",
       "      <td>642</td>\n",
       "      <td>651</td>\n",
       "      <td>0.76</td>\n",
       "      <td>0.78</td>\n",
       "      <td>0.89</td>\n",
       "      <td>492.48</td>\n",
       "      <td>500.76</td>\n",
       "      <td>579.39</td>\n",
       "      <td>524.21</td>\n",
       "      <td>3.3</td>\n",
       "      <td>20</td>\n",
       "      <td>1.150328</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8778</th>\n",
       "      <td>17446</td>\n",
       "      <td>5.79</td>\n",
       "      <td>5.8</td>\n",
       "      <td>87</td>\n",
       "      <td>20.91</td>\n",
       "      <td>20.05</td>\n",
       "      <td>21.66</td>\n",
       "      <td>21.03</td>\n",
       "      <td>649</td>\n",
       "      <td>644</td>\n",
       "      <td>648</td>\n",
       "      <td>0.79</td>\n",
       "      <td>0.86</td>\n",
       "      <td>0.83</td>\n",
       "      <td>512.71</td>\n",
       "      <td>553.84</td>\n",
       "      <td>537.84</td>\n",
       "      <td>534.80</td>\n",
       "      <td>5.7</td>\n",
       "      <td>52</td>\n",
       "      <td>1.029521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8779</th>\n",
       "      <td>17447</td>\n",
       "      <td>5.70</td>\n",
       "      <td>5.7</td>\n",
       "      <td>85</td>\n",
       "      <td>22.18</td>\n",
       "      <td>24.95</td>\n",
       "      <td>20.17</td>\n",
       "      <td>21.43</td>\n",
       "      <td>649</td>\n",
       "      <td>646</td>\n",
       "      <td>645</td>\n",
       "      <td>0.96</td>\n",
       "      <td>0.78</td>\n",
       "      <td>0.83</td>\n",
       "      <td>623.04</td>\n",
       "      <td>503.88</td>\n",
       "      <td>535.35</td>\n",
       "      <td>554.09</td>\n",
       "      <td>2.6</td>\n",
       "      <td>344</td>\n",
       "      <td>1.006000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8780</th>\n",
       "      <td>17449</td>\n",
       "      <td>5.56</td>\n",
       "      <td>5.5</td>\n",
       "      <td>96</td>\n",
       "      <td>20.65</td>\n",
       "      <td>20.61</td>\n",
       "      <td>20.95</td>\n",
       "      <td>20.39</td>\n",
       "      <td>653</td>\n",
       "      <td>649</td>\n",
       "      <td>646</td>\n",
       "      <td>0.89</td>\n",
       "      <td>0.91</td>\n",
       "      <td>0.89</td>\n",
       "      <td>581.17</td>\n",
       "      <td>590.59</td>\n",
       "      <td>574.94</td>\n",
       "      <td>582.23</td>\n",
       "      <td>3.4</td>\n",
       "      <td>19</td>\n",
       "      <td>1.293637</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8781</th>\n",
       "      <td>17450</td>\n",
       "      <td>5.56</td>\n",
       "      <td>5.4</td>\n",
       "      <td>96</td>\n",
       "      <td>21.83</td>\n",
       "      <td>22.20</td>\n",
       "      <td>22.07</td>\n",
       "      <td>21.21</td>\n",
       "      <td>652</td>\n",
       "      <td>655</td>\n",
       "      <td>650</td>\n",
       "      <td>0.96</td>\n",
       "      <td>0.95</td>\n",
       "      <td>0.92</td>\n",
       "      <td>625.92</td>\n",
       "      <td>622.25</td>\n",
       "      <td>598.00</td>\n",
       "      <td>615.39</td>\n",
       "      <td>3.4</td>\n",
       "      <td>19</td>\n",
       "      <td>1.372353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8782</th>\n",
       "      <td>17453</td>\n",
       "      <td>5.33</td>\n",
       "      <td>5.4</td>\n",
       "      <td>59</td>\n",
       "      <td>24.32</td>\n",
       "      <td>23.17</td>\n",
       "      <td>26.98</td>\n",
       "      <td>22.81</td>\n",
       "      <td>647</td>\n",
       "      <td>640</td>\n",
       "      <td>637</td>\n",
       "      <td>0.62</td>\n",
       "      <td>0.73</td>\n",
       "      <td>0.62</td>\n",
       "      <td>401.14</td>\n",
       "      <td>467.20</td>\n",
       "      <td>394.94</td>\n",
       "      <td>421.09</td>\n",
       "      <td>4.7</td>\n",
       "      <td>344</td>\n",
       "      <td>0.658297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8783</th>\n",
       "      <td>17455</td>\n",
       "      <td>5.06</td>\n",
       "      <td>5.3</td>\n",
       "      <td>52</td>\n",
       "      <td>22.58</td>\n",
       "      <td>22.39</td>\n",
       "      <td>21.66</td>\n",
       "      <td>23.70</td>\n",
       "      <td>644</td>\n",
       "      <td>635</td>\n",
       "      <td>634</td>\n",
       "      <td>0.53</td>\n",
       "      <td>0.52</td>\n",
       "      <td>0.57</td>\n",
       "      <td>341.32</td>\n",
       "      <td>330.20</td>\n",
       "      <td>361.38</td>\n",
       "      <td>344.30</td>\n",
       "      <td>4.5</td>\n",
       "      <td>21</td>\n",
       "      <td>0.726618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8784</th>\n",
       "      <td>17456</td>\n",
       "      <td>5.01</td>\n",
       "      <td>5.4</td>\n",
       "      <td>61</td>\n",
       "      <td>22.42</td>\n",
       "      <td>22.65</td>\n",
       "      <td>22.16</td>\n",
       "      <td>22.44</td>\n",
       "      <td>643</td>\n",
       "      <td>639</td>\n",
       "      <td>637</td>\n",
       "      <td>0.63</td>\n",
       "      <td>0.62</td>\n",
       "      <td>0.63</td>\n",
       "      <td>405.09</td>\n",
       "      <td>396.18</td>\n",
       "      <td>401.31</td>\n",
       "      <td>400.86</td>\n",
       "      <td>2.3</td>\n",
       "      <td>308</td>\n",
       "      <td>0.711906</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8785</th>\n",
       "      <td>17458</td>\n",
       "      <td>4.89</td>\n",
       "      <td>5.3</td>\n",
       "      <td>43</td>\n",
       "      <td>24.80</td>\n",
       "      <td>25.40</td>\n",
       "      <td>24.34</td>\n",
       "      <td>24.66</td>\n",
       "      <td>640</td>\n",
       "      <td>639</td>\n",
       "      <td>634</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.48</td>\n",
       "      <td>0.49</td>\n",
       "      <td>320.00</td>\n",
       "      <td>306.72</td>\n",
       "      <td>310.66</td>\n",
       "      <td>312.46</td>\n",
       "      <td>3.4</td>\n",
       "      <td>21</td>\n",
       "      <td>0.762975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8786</th>\n",
       "      <td>17459</td>\n",
       "      <td>4.87</td>\n",
       "      <td>5.3</td>\n",
       "      <td>53</td>\n",
       "      <td>20.30</td>\n",
       "      <td>20.07</td>\n",
       "      <td>19.94</td>\n",
       "      <td>20.90</td>\n",
       "      <td>636</td>\n",
       "      <td>632</td>\n",
       "      <td>624</td>\n",
       "      <td>0.49</td>\n",
       "      <td>0.49</td>\n",
       "      <td>0.52</td>\n",
       "      <td>311.64</td>\n",
       "      <td>309.68</td>\n",
       "      <td>324.48</td>\n",
       "      <td>315.27</td>\n",
       "      <td>4.3</td>\n",
       "      <td>54</td>\n",
       "      <td>0.690172</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8787</th>\n",
       "      <td>17461</td>\n",
       "      <td>4.82</td>\n",
       "      <td>5.3</td>\n",
       "      <td>49</td>\n",
       "      <td>23.52</td>\n",
       "      <td>23.11</td>\n",
       "      <td>23.59</td>\n",
       "      <td>23.85</td>\n",
       "      <td>638</td>\n",
       "      <td>639</td>\n",
       "      <td>634</td>\n",
       "      <td>0.52</td>\n",
       "      <td>0.53</td>\n",
       "      <td>0.54</td>\n",
       "      <td>331.76</td>\n",
       "      <td>338.67</td>\n",
       "      <td>342.36</td>\n",
       "      <td>337.60</td>\n",
       "      <td>3.3</td>\n",
       "      <td>350</td>\n",
       "      <td>0.496503</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8788</th>\n",
       "      <td>17462</td>\n",
       "      <td>4.81</td>\n",
       "      <td>5.2</td>\n",
       "      <td>50</td>\n",
       "      <td>22.62</td>\n",
       "      <td>21.45</td>\n",
       "      <td>24.75</td>\n",
       "      <td>21.68</td>\n",
       "      <td>641</td>\n",
       "      <td>636</td>\n",
       "      <td>635</td>\n",
       "      <td>0.49</td>\n",
       "      <td>0.57</td>\n",
       "      <td>0.50</td>\n",
       "      <td>314.09</td>\n",
       "      <td>362.52</td>\n",
       "      <td>317.50</td>\n",
       "      <td>331.37</td>\n",
       "      <td>4.1</td>\n",
       "      <td>312</td>\n",
       "      <td>0.595899</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8789</th>\n",
       "      <td>17466</td>\n",
       "      <td>4.59</td>\n",
       "      <td>5.1</td>\n",
       "      <td>48</td>\n",
       "      <td>22.36</td>\n",
       "      <td>22.63</td>\n",
       "      <td>23.09</td>\n",
       "      <td>21.35</td>\n",
       "      <td>636</td>\n",
       "      <td>636</td>\n",
       "      <td>625</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.51</td>\n",
       "      <td>0.48</td>\n",
       "      <td>318.00</td>\n",
       "      <td>324.36</td>\n",
       "      <td>300.00</td>\n",
       "      <td>314.12</td>\n",
       "      <td>2.0</td>\n",
       "      <td>36</td>\n",
       "      <td>0.875245</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8790</th>\n",
       "      <td>17473</td>\n",
       "      <td>4.76</td>\n",
       "      <td>5.2</td>\n",
       "      <td>44</td>\n",
       "      <td>23.67</td>\n",
       "      <td>23.84</td>\n",
       "      <td>23.73</td>\n",
       "      <td>23.43</td>\n",
       "      <td>640</td>\n",
       "      <td>637</td>\n",
       "      <td>629</td>\n",
       "      <td>0.48</td>\n",
       "      <td>0.48</td>\n",
       "      <td>0.48</td>\n",
       "      <td>307.20</td>\n",
       "      <td>305.76</td>\n",
       "      <td>301.92</td>\n",
       "      <td>304.96</td>\n",
       "      <td>2.0</td>\n",
       "      <td>114</td>\n",
       "      <td>0.808056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8791</th>\n",
       "      <td>17474</td>\n",
       "      <td>4.76</td>\n",
       "      <td>5.3</td>\n",
       "      <td>38</td>\n",
       "      <td>26.12</td>\n",
       "      <td>26.12</td>\n",
       "      <td>26.77</td>\n",
       "      <td>25.47</td>\n",
       "      <td>632</td>\n",
       "      <td>634</td>\n",
       "      <td>630</td>\n",
       "      <td>0.46</td>\n",
       "      <td>0.47</td>\n",
       "      <td>0.45</td>\n",
       "      <td>290.72</td>\n",
       "      <td>297.98</td>\n",
       "      <td>283.50</td>\n",
       "      <td>290.73</td>\n",
       "      <td>2.0</td>\n",
       "      <td>299</td>\n",
       "      <td>0.531230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8792</th>\n",
       "      <td>17476</td>\n",
       "      <td>4.74</td>\n",
       "      <td>5.3</td>\n",
       "      <td>39</td>\n",
       "      <td>21.17</td>\n",
       "      <td>20.73</td>\n",
       "      <td>19.79</td>\n",
       "      <td>22.98</td>\n",
       "      <td>623</td>\n",
       "      <td>628</td>\n",
       "      <td>625</td>\n",
       "      <td>0.38</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.42</td>\n",
       "      <td>236.74</td>\n",
       "      <td>226.08</td>\n",
       "      <td>262.50</td>\n",
       "      <td>241.77</td>\n",
       "      <td>3.8</td>\n",
       "      <td>78</td>\n",
       "      <td>0.574426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8793</th>\n",
       "      <td>17477</td>\n",
       "      <td>4.74</td>\n",
       "      <td>5.3</td>\n",
       "      <td>43</td>\n",
       "      <td>21.22</td>\n",
       "      <td>20.45</td>\n",
       "      <td>21.21</td>\n",
       "      <td>22.01</td>\n",
       "      <td>628</td>\n",
       "      <td>636</td>\n",
       "      <td>630</td>\n",
       "      <td>0.41</td>\n",
       "      <td>0.42</td>\n",
       "      <td>0.44</td>\n",
       "      <td>257.48</td>\n",
       "      <td>267.12</td>\n",
       "      <td>277.20</td>\n",
       "      <td>267.27</td>\n",
       "      <td>2.0</td>\n",
       "      <td>344</td>\n",
       "      <td>0.409709</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8794</th>\n",
       "      <td>17478</td>\n",
       "      <td>4.80</td>\n",
       "      <td>5.3</td>\n",
       "      <td>45</td>\n",
       "      <td>21.18</td>\n",
       "      <td>20.62</td>\n",
       "      <td>20.96</td>\n",
       "      <td>21.95</td>\n",
       "      <td>632</td>\n",
       "      <td>628</td>\n",
       "      <td>629</td>\n",
       "      <td>0.43</td>\n",
       "      <td>0.44</td>\n",
       "      <td>0.46</td>\n",
       "      <td>271.76</td>\n",
       "      <td>276.32</td>\n",
       "      <td>289.34</td>\n",
       "      <td>279.14</td>\n",
       "      <td>4.2</td>\n",
       "      <td>39</td>\n",
       "      <td>0.619248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8795</th>\n",
       "      <td>17479</td>\n",
       "      <td>4.87</td>\n",
       "      <td>5.3</td>\n",
       "      <td>45</td>\n",
       "      <td>23.55</td>\n",
       "      <td>24.04</td>\n",
       "      <td>22.67</td>\n",
       "      <td>23.93</td>\n",
       "      <td>634</td>\n",
       "      <td>636</td>\n",
       "      <td>631</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.47</td>\n",
       "      <td>0.50</td>\n",
       "      <td>317.00</td>\n",
       "      <td>298.92</td>\n",
       "      <td>315.50</td>\n",
       "      <td>310.47</td>\n",
       "      <td>2.7</td>\n",
       "      <td>223</td>\n",
       "      <td>0.672596</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8796</th>\n",
       "      <td>17480</td>\n",
       "      <td>4.91</td>\n",
       "      <td>5.3</td>\n",
       "      <td>56</td>\n",
       "      <td>17.80</td>\n",
       "      <td>16.87</td>\n",
       "      <td>17.03</td>\n",
       "      <td>19.52</td>\n",
       "      <td>629</td>\n",
       "      <td>635</td>\n",
       "      <td>628</td>\n",
       "      <td>0.44</td>\n",
       "      <td>0.44</td>\n",
       "      <td>0.51</td>\n",
       "      <td>276.76</td>\n",
       "      <td>279.40</td>\n",
       "      <td>320.28</td>\n",
       "      <td>292.15</td>\n",
       "      <td>5.2</td>\n",
       "      <td>53</td>\n",
       "      <td>0.571319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8797</th>\n",
       "      <td>17481</td>\n",
       "      <td>4.91</td>\n",
       "      <td>5.3</td>\n",
       "      <td>43</td>\n",
       "      <td>23.96</td>\n",
       "      <td>22.03</td>\n",
       "      <td>25.12</td>\n",
       "      <td>24.72</td>\n",
       "      <td>631</td>\n",
       "      <td>633</td>\n",
       "      <td>623</td>\n",
       "      <td>0.44</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.50</td>\n",
       "      <td>277.64</td>\n",
       "      <td>316.50</td>\n",
       "      <td>311.50</td>\n",
       "      <td>301.88</td>\n",
       "      <td>4.3</td>\n",
       "      <td>15</td>\n",
       "      <td>0.634278</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8798</th>\n",
       "      <td>17484</td>\n",
       "      <td>5.01</td>\n",
       "      <td>5.4</td>\n",
       "      <td>36</td>\n",
       "      <td>26.18</td>\n",
       "      <td>25.96</td>\n",
       "      <td>26.35</td>\n",
       "      <td>26.23</td>\n",
       "      <td>637</td>\n",
       "      <td>632</td>\n",
       "      <td>629</td>\n",
       "      <td>0.43</td>\n",
       "      <td>0.44</td>\n",
       "      <td>0.44</td>\n",
       "      <td>273.91</td>\n",
       "      <td>278.08</td>\n",
       "      <td>276.76</td>\n",
       "      <td>276.25</td>\n",
       "      <td>4.7</td>\n",
       "      <td>16</td>\n",
       "      <td>0.576760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8799</th>\n",
       "      <td>17490</td>\n",
       "      <td>4.66</td>\n",
       "      <td>5.2</td>\n",
       "      <td>39</td>\n",
       "      <td>23.23</td>\n",
       "      <td>25.18</td>\n",
       "      <td>20.38</td>\n",
       "      <td>24.12</td>\n",
       "      <td>639</td>\n",
       "      <td>629</td>\n",
       "      <td>626</td>\n",
       "      <td>0.45</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.44</td>\n",
       "      <td>287.55</td>\n",
       "      <td>232.73</td>\n",
       "      <td>275.44</td>\n",
       "      <td>265.24</td>\n",
       "      <td>2.6</td>\n",
       "      <td>341</td>\n",
       "      <td>0.417261</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8800</th>\n",
       "      <td>17491</td>\n",
       "      <td>4.68</td>\n",
       "      <td>5.2</td>\n",
       "      <td>40</td>\n",
       "      <td>20.91</td>\n",
       "      <td>21.65</td>\n",
       "      <td>20.98</td>\n",
       "      <td>20.08</td>\n",
       "      <td>634</td>\n",
       "      <td>630</td>\n",
       "      <td>619</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.39</td>\n",
       "      <td>0.38</td>\n",
       "      <td>253.60</td>\n",
       "      <td>245.70</td>\n",
       "      <td>235.22</td>\n",
       "      <td>244.84</td>\n",
       "      <td>6.6</td>\n",
       "      <td>3</td>\n",
       "      <td>0.369732</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8801</th>\n",
       "      <td>17492</td>\n",
       "      <td>4.70</td>\n",
       "      <td>5.3</td>\n",
       "      <td>34</td>\n",
       "      <td>24.73</td>\n",
       "      <td>22.93</td>\n",
       "      <td>26.16</td>\n",
       "      <td>25.11</td>\n",
       "      <td>634</td>\n",
       "      <td>620</td>\n",
       "      <td>625</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.42</td>\n",
       "      <td>0.40</td>\n",
       "      <td>228.24</td>\n",
       "      <td>260.40</td>\n",
       "      <td>250.00</td>\n",
       "      <td>246.21</td>\n",
       "      <td>7.1</td>\n",
       "      <td>12</td>\n",
       "      <td>0.318806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8802</th>\n",
       "      <td>17496</td>\n",
       "      <td>4.51</td>\n",
       "      <td>5.1</td>\n",
       "      <td>21</td>\n",
       "      <td>32.05</td>\n",
       "      <td>30.46</td>\n",
       "      <td>33.19</td>\n",
       "      <td>32.50</td>\n",
       "      <td>624</td>\n",
       "      <td>618</td>\n",
       "      <td>624</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.33</td>\n",
       "      <td>0.32</td>\n",
       "      <td>187.20</td>\n",
       "      <td>203.94</td>\n",
       "      <td>199.68</td>\n",
       "      <td>196.94</td>\n",
       "      <td>6.9</td>\n",
       "      <td>357</td>\n",
       "      <td>0.254970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8803</th>\n",
       "      <td>17500</td>\n",
       "      <td>4.22</td>\n",
       "      <td>5.0</td>\n",
       "      <td>15</td>\n",
       "      <td>32.83</td>\n",
       "      <td>30.61</td>\n",
       "      <td>34.72</td>\n",
       "      <td>33.17</td>\n",
       "      <td>610</td>\n",
       "      <td>609</td>\n",
       "      <td>606</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.24</td>\n",
       "      <td>134.20</td>\n",
       "      <td>152.25</td>\n",
       "      <td>145.44</td>\n",
       "      <td>143.96</td>\n",
       "      <td>2.9</td>\n",
       "      <td>0</td>\n",
       "      <td>0.460322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8804</th>\n",
       "      <td>17503</td>\n",
       "      <td>4.20</td>\n",
       "      <td>5.1</td>\n",
       "      <td>9</td>\n",
       "      <td>38.79</td>\n",
       "      <td>35.94</td>\n",
       "      <td>39.23</td>\n",
       "      <td>41.19</td>\n",
       "      <td>591</td>\n",
       "      <td>607</td>\n",
       "      <td>602</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.18</td>\n",
       "      <td>94.56</td>\n",
       "      <td>103.19</td>\n",
       "      <td>108.36</td>\n",
       "      <td>102.04</td>\n",
       "      <td>3.2</td>\n",
       "      <td>302</td>\n",
       "      <td>0.114635</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8805</th>\n",
       "      <td>17504</td>\n",
       "      <td>4.22</td>\n",
       "      <td>5.1</td>\n",
       "      <td>9</td>\n",
       "      <td>39.85</td>\n",
       "      <td>35.82</td>\n",
       "      <td>41.19</td>\n",
       "      <td>42.54</td>\n",
       "      <td>589</td>\n",
       "      <td>602</td>\n",
       "      <td>589</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.19</td>\n",
       "      <td>94.24</td>\n",
       "      <td>108.36</td>\n",
       "      <td>111.91</td>\n",
       "      <td>104.84</td>\n",
       "      <td>3.2</td>\n",
       "      <td>20</td>\n",
       "      <td>0.355731</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8806</th>\n",
       "      <td>17506</td>\n",
       "      <td>4.28</td>\n",
       "      <td>5.1</td>\n",
       "      <td>10</td>\n",
       "      <td>35.53</td>\n",
       "      <td>35.29</td>\n",
       "      <td>37.06</td>\n",
       "      <td>34.25</td>\n",
       "      <td>607</td>\n",
       "      <td>602</td>\n",
       "      <td>589</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.17</td>\n",
       "      <td>103.19</td>\n",
       "      <td>108.36</td>\n",
       "      <td>100.13</td>\n",
       "      <td>103.89</td>\n",
       "      <td>1.6</td>\n",
       "      <td>59</td>\n",
       "      <td>0.482882</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8807</th>\n",
       "      <td>17507</td>\n",
       "      <td>4.30</td>\n",
       "      <td>5.1</td>\n",
       "      <td>11</td>\n",
       "      <td>33.54</td>\n",
       "      <td>31.45</td>\n",
       "      <td>35.38</td>\n",
       "      <td>33.80</td>\n",
       "      <td>595</td>\n",
       "      <td>599</td>\n",
       "      <td>604</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.18</td>\n",
       "      <td>101.15</td>\n",
       "      <td>113.81</td>\n",
       "      <td>108.72</td>\n",
       "      <td>107.89</td>\n",
       "      <td>4.0</td>\n",
       "      <td>39</td>\n",
       "      <td>0.304062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8808</th>\n",
       "      <td>17508</td>\n",
       "      <td>4.37</td>\n",
       "      <td>5.1</td>\n",
       "      <td>14</td>\n",
       "      <td>27.83</td>\n",
       "      <td>26.60</td>\n",
       "      <td>27.80</td>\n",
       "      <td>29.11</td>\n",
       "      <td>605</td>\n",
       "      <td>599</td>\n",
       "      <td>596</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.20</td>\n",
       "      <td>108.90</td>\n",
       "      <td>113.81</td>\n",
       "      <td>119.20</td>\n",
       "      <td>113.97</td>\n",
       "      <td>3.8</td>\n",
       "      <td>10</td>\n",
       "      <td>0.335742</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8809</th>\n",
       "      <td>17509</td>\n",
       "      <td>4.39</td>\n",
       "      <td>5.1</td>\n",
       "      <td>12</td>\n",
       "      <td>33.44</td>\n",
       "      <td>33.90</td>\n",
       "      <td>35.84</td>\n",
       "      <td>30.56</td>\n",
       "      <td>595</td>\n",
       "      <td>599</td>\n",
       "      <td>596</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.18</td>\n",
       "      <td>119.00</td>\n",
       "      <td>125.79</td>\n",
       "      <td>107.28</td>\n",
       "      <td>117.36</td>\n",
       "      <td>4.0</td>\n",
       "      <td>32</td>\n",
       "      <td>0.336090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8810</th>\n",
       "      <td>17512</td>\n",
       "      <td>4.41</td>\n",
       "      <td>5.1</td>\n",
       "      <td>13</td>\n",
       "      <td>28.54</td>\n",
       "      <td>28.59</td>\n",
       "      <td>28.83</td>\n",
       "      <td>28.21</td>\n",
       "      <td>604</td>\n",
       "      <td>609</td>\n",
       "      <td>596</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.18</td>\n",
       "      <td>108.72</td>\n",
       "      <td>109.62</td>\n",
       "      <td>107.28</td>\n",
       "      <td>108.54</td>\n",
       "      <td>4.2</td>\n",
       "      <td>17</td>\n",
       "      <td>0.300505</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8811</th>\n",
       "      <td>17514</td>\n",
       "      <td>4.45</td>\n",
       "      <td>5.2</td>\n",
       "      <td>16</td>\n",
       "      <td>29.88</td>\n",
       "      <td>27.19</td>\n",
       "      <td>31.74</td>\n",
       "      <td>30.71</td>\n",
       "      <td>606</td>\n",
       "      <td>619</td>\n",
       "      <td>599</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.24</td>\n",
       "      <td>127.26</td>\n",
       "      <td>148.56</td>\n",
       "      <td>143.76</td>\n",
       "      <td>139.86</td>\n",
       "      <td>2.6</td>\n",
       "      <td>22</td>\n",
       "      <td>0.474441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8812</th>\n",
       "      <td>17515</td>\n",
       "      <td>4.47</td>\n",
       "      <td>5.2</td>\n",
       "      <td>21</td>\n",
       "      <td>23.06</td>\n",
       "      <td>20.71</td>\n",
       "      <td>23.95</td>\n",
       "      <td>24.54</td>\n",
       "      <td>606</td>\n",
       "      <td>613</td>\n",
       "      <td>603</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.25</td>\n",
       "      <td>127.26</td>\n",
       "      <td>147.12</td>\n",
       "      <td>150.75</td>\n",
       "      <td>141.71</td>\n",
       "      <td>4.1</td>\n",
       "      <td>3</td>\n",
       "      <td>0.350594</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8813</th>\n",
       "      <td>17517</td>\n",
       "      <td>4.56</td>\n",
       "      <td>5.3</td>\n",
       "      <td>18</td>\n",
       "      <td>29.61</td>\n",
       "      <td>27.16</td>\n",
       "      <td>28.95</td>\n",
       "      <td>32.74</td>\n",
       "      <td>622</td>\n",
       "      <td>610</td>\n",
       "      <td>616</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.28</td>\n",
       "      <td>143.06</td>\n",
       "      <td>152.50</td>\n",
       "      <td>172.48</td>\n",
       "      <td>156.01</td>\n",
       "      <td>3.6</td>\n",
       "      <td>44</td>\n",
       "      <td>0.414627</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8814</th>\n",
       "      <td>17518</td>\n",
       "      <td>4.60</td>\n",
       "      <td>5.3</td>\n",
       "      <td>15</td>\n",
       "      <td>30.33</td>\n",
       "      <td>27.70</td>\n",
       "      <td>33.07</td>\n",
       "      <td>30.21</td>\n",
       "      <td>608</td>\n",
       "      <td>605</td>\n",
       "      <td>603</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.22</td>\n",
       "      <td>121.60</td>\n",
       "      <td>145.20</td>\n",
       "      <td>132.66</td>\n",
       "      <td>133.15</td>\n",
       "      <td>2.3</td>\n",
       "      <td>6</td>\n",
       "      <td>0.498927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8815</th>\n",
       "      <td>17519</td>\n",
       "      <td>4.55</td>\n",
       "      <td>5.3</td>\n",
       "      <td>11</td>\n",
       "      <td>32.87</td>\n",
       "      <td>31.47</td>\n",
       "      <td>31.74</td>\n",
       "      <td>35.41</td>\n",
       "      <td>596</td>\n",
       "      <td>601</td>\n",
       "      <td>600</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.19</td>\n",
       "      <td>101.32</td>\n",
       "      <td>102.17</td>\n",
       "      <td>114.00</td>\n",
       "      <td>105.83</td>\n",
       "      <td>4.0</td>\n",
       "      <td>347</td>\n",
       "      <td>0.091987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8816</th>\n",
       "      <td>17520</td>\n",
       "      <td>4.51</td>\n",
       "      <td>5.3</td>\n",
       "      <td>9</td>\n",
       "      <td>36.67</td>\n",
       "      <td>33.66</td>\n",
       "      <td>36.09</td>\n",
       "      <td>40.26</td>\n",
       "      <td>591</td>\n",
       "      <td>594</td>\n",
       "      <td>589</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.18</td>\n",
       "      <td>88.65</td>\n",
       "      <td>95.04</td>\n",
       "      <td>106.02</td>\n",
       "      <td>96.57</td>\n",
       "      <td>2.0</td>\n",
       "      <td>322</td>\n",
       "      <td>0.146810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8817</th>\n",
       "      <td>17522</td>\n",
       "      <td>4.39</td>\n",
       "      <td>5.2</td>\n",
       "      <td>7</td>\n",
       "      <td>44.12</td>\n",
       "      <td>43.59</td>\n",
       "      <td>43.30</td>\n",
       "      <td>45.48</td>\n",
       "      <td>595</td>\n",
       "      <td>591</td>\n",
       "      <td>582</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.16</td>\n",
       "      <td>89.25</td>\n",
       "      <td>88.65</td>\n",
       "      <td>93.12</td>\n",
       "      <td>90.34</td>\n",
       "      <td>5.3</td>\n",
       "      <td>5</td>\n",
       "      <td>0.145059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8818</th>\n",
       "      <td>17524</td>\n",
       "      <td>4.41</td>\n",
       "      <td>5.3</td>\n",
       "      <td>12</td>\n",
       "      <td>30.11</td>\n",
       "      <td>27.26</td>\n",
       "      <td>31.08</td>\n",
       "      <td>31.99</td>\n",
       "      <td>598</td>\n",
       "      <td>606</td>\n",
       "      <td>591</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.19</td>\n",
       "      <td>95.68</td>\n",
       "      <td>109.08</td>\n",
       "      <td>112.29</td>\n",
       "      <td>105.68</td>\n",
       "      <td>3.7</td>\n",
       "      <td>348</td>\n",
       "      <td>0.084447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8819</th>\n",
       "      <td>17530</td>\n",
       "      <td>4.55</td>\n",
       "      <td>5.3</td>\n",
       "      <td>14</td>\n",
       "      <td>18.29</td>\n",
       "      <td>26.71</td>\n",
       "      <td>28.15</td>\n",
       "      <td>0.00</td>\n",
       "      <td>608</td>\n",
       "      <td>607</td>\n",
       "      <td>706</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.00</td>\n",
       "      <td>109.44</td>\n",
       "      <td>115.33</td>\n",
       "      <td>0.00</td>\n",
       "      <td>74.92</td>\n",
       "      <td>5.8</td>\n",
       "      <td>0</td>\n",
       "      <td>0.150431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8820</th>\n",
       "      <td>17533</td>\n",
       "      <td>4.57</td>\n",
       "      <td>5.3</td>\n",
       "      <td>12</td>\n",
       "      <td>27.73</td>\n",
       "      <td>26.05</td>\n",
       "      <td>27.15</td>\n",
       "      <td>29.98</td>\n",
       "      <td>610</td>\n",
       "      <td>596</td>\n",
       "      <td>585</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.18</td>\n",
       "      <td>91.50</td>\n",
       "      <td>95.36</td>\n",
       "      <td>105.30</td>\n",
       "      <td>97.39</td>\n",
       "      <td>2.1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.460569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8821</th>\n",
       "      <td>17534</td>\n",
       "      <td>4.60</td>\n",
       "      <td>5.3</td>\n",
       "      <td>10</td>\n",
       "      <td>29.80</td>\n",
       "      <td>30.59</td>\n",
       "      <td>22.10</td>\n",
       "      <td>36.71</td>\n",
       "      <td>597</td>\n",
       "      <td>588</td>\n",
       "      <td>597</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.18</td>\n",
       "      <td>89.55</td>\n",
       "      <td>64.68</td>\n",
       "      <td>107.46</td>\n",
       "      <td>87.23</td>\n",
       "      <td>2.8</td>\n",
       "      <td>294</td>\n",
       "      <td>0.152285</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8822</th>\n",
       "      <td>17535</td>\n",
       "      <td>4.60</td>\n",
       "      <td>5.4</td>\n",
       "      <td>6</td>\n",
       "      <td>44.77</td>\n",
       "      <td>47.19</td>\n",
       "      <td>43.97</td>\n",
       "      <td>43.15</td>\n",
       "      <td>592</td>\n",
       "      <td>594</td>\n",
       "      <td>583</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.13</td>\n",
       "      <td>82.88</td>\n",
       "      <td>77.22</td>\n",
       "      <td>75.79</td>\n",
       "      <td>78.63</td>\n",
       "      <td>5.7</td>\n",
       "      <td>353</td>\n",
       "      <td>0.047587</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8823</th>\n",
       "      <td>17538</td>\n",
       "      <td>4.66</td>\n",
       "      <td>5.5</td>\n",
       "      <td>15</td>\n",
       "      <td>23.42</td>\n",
       "      <td>22.68</td>\n",
       "      <td>24.63</td>\n",
       "      <td>22.96</td>\n",
       "      <td>586</td>\n",
       "      <td>601</td>\n",
       "      <td>593</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.17</td>\n",
       "      <td>99.62</td>\n",
       "      <td>108.18</td>\n",
       "      <td>100.81</td>\n",
       "      <td>102.87</td>\n",
       "      <td>5.2</td>\n",
       "      <td>7</td>\n",
       "      <td>0.175211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8824</th>\n",
       "      <td>17540</td>\n",
       "      <td>4.72</td>\n",
       "      <td>5.5</td>\n",
       "      <td>7</td>\n",
       "      <td>28.68</td>\n",
       "      <td>26.30</td>\n",
       "      <td>28.39</td>\n",
       "      <td>31.34</td>\n",
       "      <td>599</td>\n",
       "      <td>582</td>\n",
       "      <td>584</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.11</td>\n",
       "      <td>53.91</td>\n",
       "      <td>58.20</td>\n",
       "      <td>64.24</td>\n",
       "      <td>58.78</td>\n",
       "      <td>2.7</td>\n",
       "      <td>321</td>\n",
       "      <td>0.066983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8825</th>\n",
       "      <td>17543</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.379993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8826</th>\n",
       "      <td>17544</td>\n",
       "      <td>8.26</td>\n",
       "      <td>6.5</td>\n",
       "      <td>339</td>\n",
       "      <td>15.84</td>\n",
       "      <td>15.84</td>\n",
       "      <td>16.06</td>\n",
       "      <td>15.61</td>\n",
       "      <td>669</td>\n",
       "      <td>667</td>\n",
       "      <td>665</td>\n",
       "      <td>2.38</td>\n",
       "      <td>2.42</td>\n",
       "      <td>2.36</td>\n",
       "      <td>1592.22</td>\n",
       "      <td>1614.14</td>\n",
       "      <td>1569.40</td>\n",
       "      <td>1591.92</td>\n",
       "      <td>2.3</td>\n",
       "      <td>325</td>\n",
       "      <td>3.244585</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8827</th>\n",
       "      <td>17545</td>\n",
       "      <td>8.49</td>\n",
       "      <td>6.6</td>\n",
       "      <td>339</td>\n",
       "      <td>16.26</td>\n",
       "      <td>16.38</td>\n",
       "      <td>16.29</td>\n",
       "      <td>16.11</td>\n",
       "      <td>667</td>\n",
       "      <td>666</td>\n",
       "      <td>664</td>\n",
       "      <td>2.47</td>\n",
       "      <td>2.46</td>\n",
       "      <td>2.44</td>\n",
       "      <td>1647.49</td>\n",
       "      <td>1638.36</td>\n",
       "      <td>1620.16</td>\n",
       "      <td>1635.34</td>\n",
       "      <td>2.4</td>\n",
       "      <td>325</td>\n",
       "      <td>3.351927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8828</th>\n",
       "      <td>17546</td>\n",
       "      <td>8.66</td>\n",
       "      <td>6.6</td>\n",
       "      <td>356</td>\n",
       "      <td>16.19</td>\n",
       "      <td>16.18</td>\n",
       "      <td>16.85</td>\n",
       "      <td>15.55</td>\n",
       "      <td>668</td>\n",
       "      <td>667</td>\n",
       "      <td>663</td>\n",
       "      <td>2.56</td>\n",
       "      <td>2.67</td>\n",
       "      <td>2.48</td>\n",
       "      <td>1710.08</td>\n",
       "      <td>1780.89</td>\n",
       "      <td>1644.24</td>\n",
       "      <td>1711.74</td>\n",
       "      <td>2.5</td>\n",
       "      <td>321</td>\n",
       "      <td>3.497859</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8829</th>\n",
       "      <td>17547</td>\n",
       "      <td>8.80</td>\n",
       "      <td>6.6</td>\n",
       "      <td>361</td>\n",
       "      <td>16.47</td>\n",
       "      <td>16.44</td>\n",
       "      <td>16.87</td>\n",
       "      <td>16.11</td>\n",
       "      <td>668</td>\n",
       "      <td>665</td>\n",
       "      <td>667</td>\n",
       "      <td>2.64</td>\n",
       "      <td>2.72</td>\n",
       "      <td>2.59</td>\n",
       "      <td>1763.52</td>\n",
       "      <td>1808.80</td>\n",
       "      <td>1727.53</td>\n",
       "      <td>1766.62</td>\n",
       "      <td>2.0</td>\n",
       "      <td>333</td>\n",
       "      <td>3.633904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8830</th>\n",
       "      <td>17549</td>\n",
       "      <td>9.30</td>\n",
       "      <td>6.8</td>\n",
       "      <td>385</td>\n",
       "      <td>16.25</td>\n",
       "      <td>15.98</td>\n",
       "      <td>16.92</td>\n",
       "      <td>15.84</td>\n",
       "      <td>666</td>\n",
       "      <td>664</td>\n",
       "      <td>665</td>\n",
       "      <td>2.75</td>\n",
       "      <td>2.92</td>\n",
       "      <td>2.73</td>\n",
       "      <td>1831.50</td>\n",
       "      <td>1938.88</td>\n",
       "      <td>1815.45</td>\n",
       "      <td>1861.94</td>\n",
       "      <td>1.2</td>\n",
       "      <td>292</td>\n",
       "      <td>3.880572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8831</th>\n",
       "      <td>17551</td>\n",
       "      <td>10.03</td>\n",
       "      <td>7.4</td>\n",
       "      <td>415</td>\n",
       "      <td>16.82</td>\n",
       "      <td>16.91</td>\n",
       "      <td>16.94</td>\n",
       "      <td>16.60</td>\n",
       "      <td>671</td>\n",
       "      <td>664</td>\n",
       "      <td>663</td>\n",
       "      <td>3.12</td>\n",
       "      <td>3.16</td>\n",
       "      <td>3.10</td>\n",
       "      <td>2093.52</td>\n",
       "      <td>2098.24</td>\n",
       "      <td>2055.30</td>\n",
       "      <td>2082.35</td>\n",
       "      <td>2.3</td>\n",
       "      <td>315</td>\n",
       "      <td>4.306214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8832</th>\n",
       "      <td>17552</td>\n",
       "      <td>10.22</td>\n",
       "      <td>7.4</td>\n",
       "      <td>421</td>\n",
       "      <td>16.99</td>\n",
       "      <td>16.98</td>\n",
       "      <td>16.93</td>\n",
       "      <td>17.06</td>\n",
       "      <td>665</td>\n",
       "      <td>663</td>\n",
       "      <td>662</td>\n",
       "      <td>3.21</td>\n",
       "      <td>3.21</td>\n",
       "      <td>3.24</td>\n",
       "      <td>2134.65</td>\n",
       "      <td>2128.23</td>\n",
       "      <td>2144.88</td>\n",
       "      <td>2135.92</td>\n",
       "      <td>2.9</td>\n",
       "      <td>279</td>\n",
       "      <td>4.401639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8833</th>\n",
       "      <td>17555</td>\n",
       "      <td>10.95</td>\n",
       "      <td>7.8</td>\n",
       "      <td>451</td>\n",
       "      <td>17.67</td>\n",
       "      <td>17.43</td>\n",
       "      <td>17.62</td>\n",
       "      <td>17.97</td>\n",
       "      <td>663</td>\n",
       "      <td>661</td>\n",
       "      <td>661</td>\n",
       "      <td>3.55</td>\n",
       "      <td>3.60</td>\n",
       "      <td>3.67</td>\n",
       "      <td>2353.65</td>\n",
       "      <td>2379.60</td>\n",
       "      <td>2425.87</td>\n",
       "      <td>2386.37</td>\n",
       "      <td>2.8</td>\n",
       "      <td>328</td>\n",
       "      <td>4.888237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8834</th>\n",
       "      <td>17557</td>\n",
       "      <td>11.54</td>\n",
       "      <td>8.0</td>\n",
       "      <td>468</td>\n",
       "      <td>17.92</td>\n",
       "      <td>17.56</td>\n",
       "      <td>18.16</td>\n",
       "      <td>18.04</td>\n",
       "      <td>661</td>\n",
       "      <td>659</td>\n",
       "      <td>658</td>\n",
       "      <td>3.73</td>\n",
       "      <td>3.87</td>\n",
       "      <td>3.85</td>\n",
       "      <td>2465.53</td>\n",
       "      <td>2550.33</td>\n",
       "      <td>2533.30</td>\n",
       "      <td>2516.39</td>\n",
       "      <td>1.6</td>\n",
       "      <td>302</td>\n",
       "      <td>5.174957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8835</th>\n",
       "      <td>17558</td>\n",
       "      <td>11.66</td>\n",
       "      <td>8.2</td>\n",
       "      <td>484</td>\n",
       "      <td>17.73</td>\n",
       "      <td>17.29</td>\n",
       "      <td>17.77</td>\n",
       "      <td>18.11</td>\n",
       "      <td>661</td>\n",
       "      <td>657</td>\n",
       "      <td>656</td>\n",
       "      <td>3.80</td>\n",
       "      <td>3.93</td>\n",
       "      <td>4.01</td>\n",
       "      <td>2511.80</td>\n",
       "      <td>2582.01</td>\n",
       "      <td>2630.56</td>\n",
       "      <td>2574.79</td>\n",
       "      <td>1.8</td>\n",
       "      <td>324</td>\n",
       "      <td>5.253997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8836</th>\n",
       "      <td>17560</td>\n",
       "      <td>12.08</td>\n",
       "      <td>8.5</td>\n",
       "      <td>495</td>\n",
       "      <td>17.80</td>\n",
       "      <td>17.43</td>\n",
       "      <td>17.98</td>\n",
       "      <td>17.99</td>\n",
       "      <td>660</td>\n",
       "      <td>659</td>\n",
       "      <td>656</td>\n",
       "      <td>3.93</td>\n",
       "      <td>4.06</td>\n",
       "      <td>4.08</td>\n",
       "      <td>2593.80</td>\n",
       "      <td>2675.54</td>\n",
       "      <td>2676.48</td>\n",
       "      <td>2648.61</td>\n",
       "      <td>1.7</td>\n",
       "      <td>336</td>\n",
       "      <td>5.779475</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8837</th>\n",
       "      <td>17562</td>\n",
       "      <td>12.47</td>\n",
       "      <td>8.6</td>\n",
       "      <td>509</td>\n",
       "      <td>18.29</td>\n",
       "      <td>18.31</td>\n",
       "      <td>18.15</td>\n",
       "      <td>18.41</td>\n",
       "      <td>657</td>\n",
       "      <td>656</td>\n",
       "      <td>653</td>\n",
       "      <td>4.27</td>\n",
       "      <td>4.24</td>\n",
       "      <td>4.32</td>\n",
       "      <td>2805.39</td>\n",
       "      <td>2781.44</td>\n",
       "      <td>2820.96</td>\n",
       "      <td>2802.60</td>\n",
       "      <td>3.2</td>\n",
       "      <td>48</td>\n",
       "      <td>5.637961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8838</th>\n",
       "      <td>17563</td>\n",
       "      <td>12.58</td>\n",
       "      <td>8.8</td>\n",
       "      <td>514</td>\n",
       "      <td>18.41</td>\n",
       "      <td>18.35</td>\n",
       "      <td>18.24</td>\n",
       "      <td>18.63</td>\n",
       "      <td>659</td>\n",
       "      <td>658</td>\n",
       "      <td>654</td>\n",
       "      <td>4.31</td>\n",
       "      <td>4.29</td>\n",
       "      <td>4.41</td>\n",
       "      <td>2840.29</td>\n",
       "      <td>2822.82</td>\n",
       "      <td>2884.14</td>\n",
       "      <td>2849.08</td>\n",
       "      <td>2.8</td>\n",
       "      <td>357</td>\n",
       "      <td>5.820839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8839</th>\n",
       "      <td>17564</td>\n",
       "      <td>12.58</td>\n",
       "      <td>8.7</td>\n",
       "      <td>517</td>\n",
       "      <td>18.59</td>\n",
       "      <td>18.55</td>\n",
       "      <td>18.39</td>\n",
       "      <td>18.83</td>\n",
       "      <td>658</td>\n",
       "      <td>658</td>\n",
       "      <td>653</td>\n",
       "      <td>4.39</td>\n",
       "      <td>4.35</td>\n",
       "      <td>4.49</td>\n",
       "      <td>2888.62</td>\n",
       "      <td>2862.30</td>\n",
       "      <td>2931.97</td>\n",
       "      <td>2894.30</td>\n",
       "      <td>1.8</td>\n",
       "      <td>276</td>\n",
       "      <td>5.935189</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8840</th>\n",
       "      <td>17565</td>\n",
       "      <td>13.03</td>\n",
       "      <td>8.6</td>\n",
       "      <td>521</td>\n",
       "      <td>18.63</td>\n",
       "      <td>18.54</td>\n",
       "      <td>18.45</td>\n",
       "      <td>18.89</td>\n",
       "      <td>656</td>\n",
       "      <td>653</td>\n",
       "      <td>654</td>\n",
       "      <td>4.44</td>\n",
       "      <td>4.44</td>\n",
       "      <td>4.54</td>\n",
       "      <td>2912.64</td>\n",
       "      <td>2899.32</td>\n",
       "      <td>2969.16</td>\n",
       "      <td>2927.04</td>\n",
       "      <td>4.4</td>\n",
       "      <td>26</td>\n",
       "      <td>5.922388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8841</th>\n",
       "      <td>17569</td>\n",
       "      <td>13.66</td>\n",
       "      <td>9.0</td>\n",
       "      <td>557</td>\n",
       "      <td>19.01</td>\n",
       "      <td>18.69</td>\n",
       "      <td>19.15</td>\n",
       "      <td>19.18</td>\n",
       "      <td>653</td>\n",
       "      <td>650</td>\n",
       "      <td>651</td>\n",
       "      <td>4.82</td>\n",
       "      <td>4.96</td>\n",
       "      <td>4.96</td>\n",
       "      <td>3147.46</td>\n",
       "      <td>3224.00</td>\n",
       "      <td>3228.96</td>\n",
       "      <td>3200.14</td>\n",
       "      <td>1.7</td>\n",
       "      <td>3</td>\n",
       "      <td>6.375044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8842</th>\n",
       "      <td>17570</td>\n",
       "      <td>13.81</td>\n",
       "      <td>9.1</td>\n",
       "      <td>560</td>\n",
       "      <td>19.17</td>\n",
       "      <td>18.78</td>\n",
       "      <td>19.29</td>\n",
       "      <td>19.44</td>\n",
       "      <td>652</td>\n",
       "      <td>652</td>\n",
       "      <td>652</td>\n",
       "      <td>4.88</td>\n",
       "      <td>5.01</td>\n",
       "      <td>5.05</td>\n",
       "      <td>3181.76</td>\n",
       "      <td>3266.52</td>\n",
       "      <td>3292.60</td>\n",
       "      <td>3246.96</td>\n",
       "      <td>0.7</td>\n",
       "      <td>268</td>\n",
       "      <td>6.615025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8843</th>\n",
       "      <td>17572</td>\n",
       "      <td>14.01</td>\n",
       "      <td>9.3</td>\n",
       "      <td>567</td>\n",
       "      <td>19.42</td>\n",
       "      <td>19.13</td>\n",
       "      <td>19.76</td>\n",
       "      <td>19.37</td>\n",
       "      <td>654</td>\n",
       "      <td>651</td>\n",
       "      <td>648</td>\n",
       "      <td>5.02</td>\n",
       "      <td>5.21</td>\n",
       "      <td>5.13</td>\n",
       "      <td>3283.08</td>\n",
       "      <td>3391.71</td>\n",
       "      <td>3324.24</td>\n",
       "      <td>3333.01</td>\n",
       "      <td>1.7</td>\n",
       "      <td>356</td>\n",
       "      <td>6.766663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8844</th>\n",
       "      <td>17574</td>\n",
       "      <td>14.26</td>\n",
       "      <td>9.5</td>\n",
       "      <td>588</td>\n",
       "      <td>19.56</td>\n",
       "      <td>19.32</td>\n",
       "      <td>19.67</td>\n",
       "      <td>19.69</td>\n",
       "      <td>653</td>\n",
       "      <td>649</td>\n",
       "      <td>646</td>\n",
       "      <td>5.27</td>\n",
       "      <td>5.40</td>\n",
       "      <td>5.43</td>\n",
       "      <td>3441.31</td>\n",
       "      <td>3504.60</td>\n",
       "      <td>3507.78</td>\n",
       "      <td>3484.56</td>\n",
       "      <td>3.1</td>\n",
       "      <td>305</td>\n",
       "      <td>7.103964</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8845</th>\n",
       "      <td>17575</td>\n",
       "      <td>14.78</td>\n",
       "      <td>9.7</td>\n",
       "      <td>592</td>\n",
       "      <td>19.75</td>\n",
       "      <td>19.75</td>\n",
       "      <td>19.88</td>\n",
       "      <td>19.63</td>\n",
       "      <td>650</td>\n",
       "      <td>646</td>\n",
       "      <td>646</td>\n",
       "      <td>5.46</td>\n",
       "      <td>5.53</td>\n",
       "      <td>5.46</td>\n",
       "      <td>3549.00</td>\n",
       "      <td>3572.38</td>\n",
       "      <td>3527.16</td>\n",
       "      <td>3549.51</td>\n",
       "      <td>1.2</td>\n",
       "      <td>276</td>\n",
       "      <td>7.281926</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8846</th>\n",
       "      <td>17576</td>\n",
       "      <td>15.39</td>\n",
       "      <td>9.6</td>\n",
       "      <td>607</td>\n",
       "      <td>19.70</td>\n",
       "      <td>19.72</td>\n",
       "      <td>19.76</td>\n",
       "      <td>19.61</td>\n",
       "      <td>649</td>\n",
       "      <td>647</td>\n",
       "      <td>642</td>\n",
       "      <td>5.61</td>\n",
       "      <td>5.64</td>\n",
       "      <td>5.64</td>\n",
       "      <td>3640.89</td>\n",
       "      <td>3649.08</td>\n",
       "      <td>3620.88</td>\n",
       "      <td>3636.95</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3</td>\n",
       "      <td>7.366053</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8847</th>\n",
       "      <td>17578</td>\n",
       "      <td>15.75</td>\n",
       "      <td>10.4</td>\n",
       "      <td>614</td>\n",
       "      <td>19.89</td>\n",
       "      <td>20.10</td>\n",
       "      <td>19.93</td>\n",
       "      <td>19.63</td>\n",
       "      <td>648</td>\n",
       "      <td>645</td>\n",
       "      <td>642</td>\n",
       "      <td>5.80</td>\n",
       "      <td>5.78</td>\n",
       "      <td>5.72</td>\n",
       "      <td>3758.40</td>\n",
       "      <td>3728.10</td>\n",
       "      <td>3672.24</td>\n",
       "      <td>3719.58</td>\n",
       "      <td>1.5</td>\n",
       "      <td>250</td>\n",
       "      <td>7.664569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8848</th>\n",
       "      <td>17583</td>\n",
       "      <td>16.76</td>\n",
       "      <td>10.7</td>\n",
       "      <td>642</td>\n",
       "      <td>19.87</td>\n",
       "      <td>20.05</td>\n",
       "      <td>19.47</td>\n",
       "      <td>20.09</td>\n",
       "      <td>645</td>\n",
       "      <td>640</td>\n",
       "      <td>638</td>\n",
       "      <td>6.10</td>\n",
       "      <td>5.97</td>\n",
       "      <td>6.18</td>\n",
       "      <td>3934.50</td>\n",
       "      <td>3820.80</td>\n",
       "      <td>3942.84</td>\n",
       "      <td>3899.38</td>\n",
       "      <td>3.9</td>\n",
       "      <td>13</td>\n",
       "      <td>8.404782</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8849</th>\n",
       "      <td>17584</td>\n",
       "      <td>17.08</td>\n",
       "      <td>10.4</td>\n",
       "      <td>649</td>\n",
       "      <td>19.87</td>\n",
       "      <td>19.84</td>\n",
       "      <td>19.52</td>\n",
       "      <td>20.23</td>\n",
       "      <td>642</td>\n",
       "      <td>642</td>\n",
       "      <td>636</td>\n",
       "      <td>6.14</td>\n",
       "      <td>6.04</td>\n",
       "      <td>6.32</td>\n",
       "      <td>3941.88</td>\n",
       "      <td>3877.68</td>\n",
       "      <td>4019.52</td>\n",
       "      <td>3946.36</td>\n",
       "      <td>2.3</td>\n",
       "      <td>285</td>\n",
       "      <td>8.098115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8850</th>\n",
       "      <td>17586</td>\n",
       "      <td>16.45</td>\n",
       "      <td>10.4</td>\n",
       "      <td>662</td>\n",
       "      <td>20.32</td>\n",
       "      <td>20.36</td>\n",
       "      <td>20.10</td>\n",
       "      <td>20.51</td>\n",
       "      <td>643</td>\n",
       "      <td>638</td>\n",
       "      <td>634</td>\n",
       "      <td>6.40</td>\n",
       "      <td>6.37</td>\n",
       "      <td>6.54</td>\n",
       "      <td>4115.20</td>\n",
       "      <td>4064.06</td>\n",
       "      <td>4146.36</td>\n",
       "      <td>4108.54</td>\n",
       "      <td>1.7</td>\n",
       "      <td>271</td>\n",
       "      <td>8.446104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8851</th>\n",
       "      <td>17588</td>\n",
       "      <td>17.28</td>\n",
       "      <td>10.6</td>\n",
       "      <td>667</td>\n",
       "      <td>20.37</td>\n",
       "      <td>20.36</td>\n",
       "      <td>20.20</td>\n",
       "      <td>20.54</td>\n",
       "      <td>642</td>\n",
       "      <td>639</td>\n",
       "      <td>634</td>\n",
       "      <td>6.48</td>\n",
       "      <td>6.46</td>\n",
       "      <td>6.62</td>\n",
       "      <td>4160.16</td>\n",
       "      <td>4127.94</td>\n",
       "      <td>4197.08</td>\n",
       "      <td>4161.73</td>\n",
       "      <td>2.4</td>\n",
       "      <td>18</td>\n",
       "      <td>8.627430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8852</th>\n",
       "      <td>17589</td>\n",
       "      <td>17.83</td>\n",
       "      <td>10.7</td>\n",
       "      <td>670</td>\n",
       "      <td>20.41</td>\n",
       "      <td>20.38</td>\n",
       "      <td>20.35</td>\n",
       "      <td>20.50</td>\n",
       "      <td>638</td>\n",
       "      <td>635</td>\n",
       "      <td>634</td>\n",
       "      <td>6.57</td>\n",
       "      <td>6.59</td>\n",
       "      <td>6.65</td>\n",
       "      <td>4191.66</td>\n",
       "      <td>4184.65</td>\n",
       "      <td>4216.10</td>\n",
       "      <td>4197.47</td>\n",
       "      <td>2.2</td>\n",
       "      <td>326</td>\n",
       "      <td>8.634414</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8853</th>\n",
       "      <td>17591</td>\n",
       "      <td>18.18</td>\n",
       "      <td>11.0</td>\n",
       "      <td>690</td>\n",
       "      <td>20.32</td>\n",
       "      <td>20.31</td>\n",
       "      <td>20.09</td>\n",
       "      <td>20.56</td>\n",
       "      <td>637</td>\n",
       "      <td>632</td>\n",
       "      <td>631</td>\n",
       "      <td>6.76</td>\n",
       "      <td>6.74</td>\n",
       "      <td>6.91</td>\n",
       "      <td>4306.12</td>\n",
       "      <td>4259.68</td>\n",
       "      <td>4360.21</td>\n",
       "      <td>4308.67</td>\n",
       "      <td>4.7</td>\n",
       "      <td>328</td>\n",
       "      <td>8.925194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8854</th>\n",
       "      <td>17594</td>\n",
       "      <td>19.62</td>\n",
       "      <td>11.5</td>\n",
       "      <td>708</td>\n",
       "      <td>20.06</td>\n",
       "      <td>19.56</td>\n",
       "      <td>20.16</td>\n",
       "      <td>20.47</td>\n",
       "      <td>632</td>\n",
       "      <td>629</td>\n",
       "      <td>627</td>\n",
       "      <td>6.77</td>\n",
       "      <td>7.01</td>\n",
       "      <td>7.14</td>\n",
       "      <td>4278.64</td>\n",
       "      <td>4409.29</td>\n",
       "      <td>4476.78</td>\n",
       "      <td>4388.24</td>\n",
       "      <td>1.6</td>\n",
       "      <td>315</td>\n",
       "      <td>8.948053</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8855</th>\n",
       "      <td>17596</td>\n",
       "      <td>19.99</td>\n",
       "      <td>11.9</td>\n",
       "      <td>721</td>\n",
       "      <td>20.23</td>\n",
       "      <td>20.09</td>\n",
       "      <td>20.16</td>\n",
       "      <td>20.45</td>\n",
       "      <td>632</td>\n",
       "      <td>628</td>\n",
       "      <td>625</td>\n",
       "      <td>7.09</td>\n",
       "      <td>7.16</td>\n",
       "      <td>7.30</td>\n",
       "      <td>4480.88</td>\n",
       "      <td>4496.48</td>\n",
       "      <td>4562.50</td>\n",
       "      <td>4513.29</td>\n",
       "      <td>3.3</td>\n",
       "      <td>19</td>\n",
       "      <td>9.461746</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8856</th>\n",
       "      <td>17597</td>\n",
       "      <td>19.95</td>\n",
       "      <td>12.1</td>\n",
       "      <td>721</td>\n",
       "      <td>20.34</td>\n",
       "      <td>20.29</td>\n",
       "      <td>20.16</td>\n",
       "      <td>20.57</td>\n",
       "      <td>632</td>\n",
       "      <td>627</td>\n",
       "      <td>625</td>\n",
       "      <td>7.16</td>\n",
       "      <td>7.17</td>\n",
       "      <td>7.34</td>\n",
       "      <td>4525.12</td>\n",
       "      <td>4495.59</td>\n",
       "      <td>4587.50</td>\n",
       "      <td>4536.07</td>\n",
       "      <td>3.2</td>\n",
       "      <td>24</td>\n",
       "      <td>9.541923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8857</th>\n",
       "      <td>17598</td>\n",
       "      <td>20.14</td>\n",
       "      <td>11.7</td>\n",
       "      <td>727</td>\n",
       "      <td>20.34</td>\n",
       "      <td>20.27</td>\n",
       "      <td>20.28</td>\n",
       "      <td>20.49</td>\n",
       "      <td>630</td>\n",
       "      <td>626</td>\n",
       "      <td>623</td>\n",
       "      <td>7.24</td>\n",
       "      <td>7.29</td>\n",
       "      <td>7.40</td>\n",
       "      <td>4561.20</td>\n",
       "      <td>4563.54</td>\n",
       "      <td>4610.20</td>\n",
       "      <td>4578.31</td>\n",
       "      <td>3.7</td>\n",
       "      <td>334</td>\n",
       "      <td>9.478042</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8858</th>\n",
       "      <td>17603</td>\n",
       "      <td>21.14</td>\n",
       "      <td>12.0</td>\n",
       "      <td>750</td>\n",
       "      <td>20.15</td>\n",
       "      <td>20.10</td>\n",
       "      <td>20.12</td>\n",
       "      <td>20.22</td>\n",
       "      <td>627</td>\n",
       "      <td>621</td>\n",
       "      <td>624</td>\n",
       "      <td>7.47</td>\n",
       "      <td>7.55</td>\n",
       "      <td>7.55</td>\n",
       "      <td>4683.69</td>\n",
       "      <td>4688.55</td>\n",
       "      <td>4711.20</td>\n",
       "      <td>4694.48</td>\n",
       "      <td>1.8</td>\n",
       "      <td>338</td>\n",
       "      <td>9.730248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8859</th>\n",
       "      <td>17605</td>\n",
       "      <td>21.06</td>\n",
       "      <td>12.1</td>\n",
       "      <td>755</td>\n",
       "      <td>20.24</td>\n",
       "      <td>20.38</td>\n",
       "      <td>20.35</td>\n",
       "      <td>20.00</td>\n",
       "      <td>628</td>\n",
       "      <td>623</td>\n",
       "      <td>622</td>\n",
       "      <td>7.61</td>\n",
       "      <td>7.66</td>\n",
       "      <td>7.54</td>\n",
       "      <td>4779.08</td>\n",
       "      <td>4772.18</td>\n",
       "      <td>4689.88</td>\n",
       "      <td>4747.05</td>\n",
       "      <td>1.6</td>\n",
       "      <td>284</td>\n",
       "      <td>9.939220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8860</th>\n",
       "      <td>17608</td>\n",
       "      <td>22.28</td>\n",
       "      <td>12.9</td>\n",
       "      <td>771</td>\n",
       "      <td>20.05</td>\n",
       "      <td>20.17</td>\n",
       "      <td>20.18</td>\n",
       "      <td>19.81</td>\n",
       "      <td>619</td>\n",
       "      <td>617</td>\n",
       "      <td>614</td>\n",
       "      <td>7.84</td>\n",
       "      <td>7.87</td>\n",
       "      <td>7.76</td>\n",
       "      <td>4852.96</td>\n",
       "      <td>4855.79</td>\n",
       "      <td>4764.64</td>\n",
       "      <td>4824.46</td>\n",
       "      <td>1.7</td>\n",
       "      <td>332</td>\n",
       "      <td>10.096809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8861</th>\n",
       "      <td>17612</td>\n",
       "      <td>23.56</td>\n",
       "      <td>13.0</td>\n",
       "      <td>784</td>\n",
       "      <td>19.84</td>\n",
       "      <td>19.90</td>\n",
       "      <td>19.92</td>\n",
       "      <td>19.70</td>\n",
       "      <td>616</td>\n",
       "      <td>615</td>\n",
       "      <td>613</td>\n",
       "      <td>7.94</td>\n",
       "      <td>7.96</td>\n",
       "      <td>7.90</td>\n",
       "      <td>4891.04</td>\n",
       "      <td>4895.40</td>\n",
       "      <td>4842.70</td>\n",
       "      <td>4876.38</td>\n",
       "      <td>3.4</td>\n",
       "      <td>345</td>\n",
       "      <td>10.155662</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8862</th>\n",
       "      <td>17614</td>\n",
       "      <td>22.91</td>\n",
       "      <td>13.3</td>\n",
       "      <td>791</td>\n",
       "      <td>19.77</td>\n",
       "      <td>19.91</td>\n",
       "      <td>19.61</td>\n",
       "      <td>19.79</td>\n",
       "      <td>618</td>\n",
       "      <td>614</td>\n",
       "      <td>612</td>\n",
       "      <td>7.97</td>\n",
       "      <td>7.90</td>\n",
       "      <td>8.00</td>\n",
       "      <td>4925.46</td>\n",
       "      <td>4850.60</td>\n",
       "      <td>4896.00</td>\n",
       "      <td>4890.69</td>\n",
       "      <td>1.6</td>\n",
       "      <td>300</td>\n",
       "      <td>10.252477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8863</th>\n",
       "      <td>17616</td>\n",
       "      <td>23.53</td>\n",
       "      <td>13.2</td>\n",
       "      <td>799</td>\n",
       "      <td>19.61</td>\n",
       "      <td>19.86</td>\n",
       "      <td>19.39</td>\n",
       "      <td>19.59</td>\n",
       "      <td>615</td>\n",
       "      <td>611</td>\n",
       "      <td>608</td>\n",
       "      <td>8.09</td>\n",
       "      <td>7.95</td>\n",
       "      <td>8.07</td>\n",
       "      <td>4975.35</td>\n",
       "      <td>4857.45</td>\n",
       "      <td>4906.56</td>\n",
       "      <td>4913.12</td>\n",
       "      <td>2.1</td>\n",
       "      <td>334</td>\n",
       "      <td>10.315760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8864</th>\n",
       "      <td>17618</td>\n",
       "      <td>24.66</td>\n",
       "      <td>13.1</td>\n",
       "      <td>805</td>\n",
       "      <td>19.81</td>\n",
       "      <td>19.91</td>\n",
       "      <td>19.79</td>\n",
       "      <td>19.74</td>\n",
       "      <td>614</td>\n",
       "      <td>611</td>\n",
       "      <td>610</td>\n",
       "      <td>8.22</td>\n",
       "      <td>8.21</td>\n",
       "      <td>8.20</td>\n",
       "      <td>5047.08</td>\n",
       "      <td>5016.31</td>\n",
       "      <td>5002.00</td>\n",
       "      <td>5021.80</td>\n",
       "      <td>1.3</td>\n",
       "      <td>289</td>\n",
       "      <td>10.575318</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8865</th>\n",
       "      <td>17622</td>\n",
       "      <td>24.99</td>\n",
       "      <td>13.5</td>\n",
       "      <td>811</td>\n",
       "      <td>19.85</td>\n",
       "      <td>19.67</td>\n",
       "      <td>19.76</td>\n",
       "      <td>20.11</td>\n",
       "      <td>611</td>\n",
       "      <td>605</td>\n",
       "      <td>609</td>\n",
       "      <td>8.23</td>\n",
       "      <td>8.35</td>\n",
       "      <td>8.44</td>\n",
       "      <td>5028.53</td>\n",
       "      <td>5051.75</td>\n",
       "      <td>5139.96</td>\n",
       "      <td>5073.41</td>\n",
       "      <td>1.4</td>\n",
       "      <td>325</td>\n",
       "      <td>10.573524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8866</th>\n",
       "      <td>17624</td>\n",
       "      <td>26.39</td>\n",
       "      <td>13.0</td>\n",
       "      <td>817</td>\n",
       "      <td>19.72</td>\n",
       "      <td>19.62</td>\n",
       "      <td>19.67</td>\n",
       "      <td>19.86</td>\n",
       "      <td>609</td>\n",
       "      <td>607</td>\n",
       "      <td>605</td>\n",
       "      <td>8.34</td>\n",
       "      <td>8.39</td>\n",
       "      <td>8.50</td>\n",
       "      <td>5079.06</td>\n",
       "      <td>5092.73</td>\n",
       "      <td>5142.50</td>\n",
       "      <td>5104.76</td>\n",
       "      <td>1.5</td>\n",
       "      <td>334</td>\n",
       "      <td>10.776070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8867</th>\n",
       "      <td>17625</td>\n",
       "      <td>26.39</td>\n",
       "      <td>14.0</td>\n",
       "      <td>817</td>\n",
       "      <td>19.69</td>\n",
       "      <td>19.68</td>\n",
       "      <td>19.54</td>\n",
       "      <td>19.86</td>\n",
       "      <td>608</td>\n",
       "      <td>603</td>\n",
       "      <td>605</td>\n",
       "      <td>8.38</td>\n",
       "      <td>8.39</td>\n",
       "      <td>8.50</td>\n",
       "      <td>5095.04</td>\n",
       "      <td>5059.17</td>\n",
       "      <td>5142.50</td>\n",
       "      <td>5098.90</td>\n",
       "      <td>1.5</td>\n",
       "      <td>334</td>\n",
       "      <td>10.690616</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8868</th>\n",
       "      <td>17626</td>\n",
       "      <td>26.66</td>\n",
       "      <td>14.3</td>\n",
       "      <td>823</td>\n",
       "      <td>19.58</td>\n",
       "      <td>19.63</td>\n",
       "      <td>19.42</td>\n",
       "      <td>19.70</td>\n",
       "      <td>610</td>\n",
       "      <td>602</td>\n",
       "      <td>603</td>\n",
       "      <td>8.40</td>\n",
       "      <td>8.42</td>\n",
       "      <td>8.53</td>\n",
       "      <td>5124.00</td>\n",
       "      <td>5068.84</td>\n",
       "      <td>5143.59</td>\n",
       "      <td>5112.14</td>\n",
       "      <td>1.9</td>\n",
       "      <td>355</td>\n",
       "      <td>10.706395</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8869</th>\n",
       "      <td>17629</td>\n",
       "      <td>26.83</td>\n",
       "      <td>14.0</td>\n",
       "      <td>824</td>\n",
       "      <td>19.47</td>\n",
       "      <td>19.25</td>\n",
       "      <td>19.39</td>\n",
       "      <td>19.77</td>\n",
       "      <td>606</td>\n",
       "      <td>601</td>\n",
       "      <td>604</td>\n",
       "      <td>8.31</td>\n",
       "      <td>8.44</td>\n",
       "      <td>8.56</td>\n",
       "      <td>5035.86</td>\n",
       "      <td>5072.44</td>\n",
       "      <td>5170.24</td>\n",
       "      <td>5092.85</td>\n",
       "      <td>1.6</td>\n",
       "      <td>349</td>\n",
       "      <td>10.579874</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8870</th>\n",
       "      <td>17630</td>\n",
       "      <td>26.47</td>\n",
       "      <td>13.3</td>\n",
       "      <td>820</td>\n",
       "      <td>19.59</td>\n",
       "      <td>19.30</td>\n",
       "      <td>19.73</td>\n",
       "      <td>19.74</td>\n",
       "      <td>606</td>\n",
       "      <td>604</td>\n",
       "      <td>605</td>\n",
       "      <td>8.28</td>\n",
       "      <td>8.49</td>\n",
       "      <td>8.48</td>\n",
       "      <td>5017.68</td>\n",
       "      <td>5127.96</td>\n",
       "      <td>5130.40</td>\n",
       "      <td>5092.01</td>\n",
       "      <td>4.8</td>\n",
       "      <td>66</td>\n",
       "      <td>10.697669</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8871</th>\n",
       "      <td>17631</td>\n",
       "      <td>25.43</td>\n",
       "      <td>13.5</td>\n",
       "      <td>822</td>\n",
       "      <td>19.79</td>\n",
       "      <td>19.57</td>\n",
       "      <td>19.86</td>\n",
       "      <td>19.94</td>\n",
       "      <td>609</td>\n",
       "      <td>607</td>\n",
       "      <td>604</td>\n",
       "      <td>8.34</td>\n",
       "      <td>8.49</td>\n",
       "      <td>8.57</td>\n",
       "      <td>5079.06</td>\n",
       "      <td>5153.43</td>\n",
       "      <td>5176.28</td>\n",
       "      <td>5136.26</td>\n",
       "      <td>1.5</td>\n",
       "      <td>76</td>\n",
       "      <td>10.740403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8872</th>\n",
       "      <td>17632</td>\n",
       "      <td>26.47</td>\n",
       "      <td>14.1</td>\n",
       "      <td>825</td>\n",
       "      <td>19.65</td>\n",
       "      <td>19.55</td>\n",
       "      <td>19.71</td>\n",
       "      <td>19.69</td>\n",
       "      <td>610</td>\n",
       "      <td>605</td>\n",
       "      <td>601</td>\n",
       "      <td>8.38</td>\n",
       "      <td>8.52</td>\n",
       "      <td>8.57</td>\n",
       "      <td>5111.80</td>\n",
       "      <td>5154.60</td>\n",
       "      <td>5150.57</td>\n",
       "      <td>5138.99</td>\n",
       "      <td>0.6</td>\n",
       "      <td>5</td>\n",
       "      <td>10.740305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8873</th>\n",
       "      <td>17633</td>\n",
       "      <td>26.95</td>\n",
       "      <td>14.1</td>\n",
       "      <td>832</td>\n",
       "      <td>19.57</td>\n",
       "      <td>19.50</td>\n",
       "      <td>19.56</td>\n",
       "      <td>19.65</td>\n",
       "      <td>606</td>\n",
       "      <td>603</td>\n",
       "      <td>601</td>\n",
       "      <td>8.50</td>\n",
       "      <td>8.57</td>\n",
       "      <td>8.64</td>\n",
       "      <td>5151.00</td>\n",
       "      <td>5167.71</td>\n",
       "      <td>5192.64</td>\n",
       "      <td>5170.45</td>\n",
       "      <td>1.6</td>\n",
       "      <td>340</td>\n",
       "      <td>10.829435</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8874</th>\n",
       "      <td>17635</td>\n",
       "      <td>27.43</td>\n",
       "      <td>14.5</td>\n",
       "      <td>829</td>\n",
       "      <td>19.48</td>\n",
       "      <td>19.46</td>\n",
       "      <td>19.39</td>\n",
       "      <td>19.60</td>\n",
       "      <td>606</td>\n",
       "      <td>601</td>\n",
       "      <td>601</td>\n",
       "      <td>8.47</td>\n",
       "      <td>8.51</td>\n",
       "      <td>8.60</td>\n",
       "      <td>5132.82</td>\n",
       "      <td>5114.51</td>\n",
       "      <td>5168.60</td>\n",
       "      <td>5138.64</td>\n",
       "      <td>2.9</td>\n",
       "      <td>331</td>\n",
       "      <td>10.737899</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8875</th>\n",
       "      <td>17638</td>\n",
       "      <td>25.70</td>\n",
       "      <td>13.6</td>\n",
       "      <td>827</td>\n",
       "      <td>19.90</td>\n",
       "      <td>19.93</td>\n",
       "      <td>19.74</td>\n",
       "      <td>20.04</td>\n",
       "      <td>608</td>\n",
       "      <td>605</td>\n",
       "      <td>602</td>\n",
       "      <td>8.57</td>\n",
       "      <td>8.53</td>\n",
       "      <td>8.70</td>\n",
       "      <td>5210.56</td>\n",
       "      <td>5160.65</td>\n",
       "      <td>5237.40</td>\n",
       "      <td>5202.87</td>\n",
       "      <td>2.5</td>\n",
       "      <td>278</td>\n",
       "      <td>10.921361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8876</th>\n",
       "      <td>17640</td>\n",
       "      <td>26.29</td>\n",
       "      <td>15.1</td>\n",
       "      <td>839</td>\n",
       "      <td>19.70</td>\n",
       "      <td>19.78</td>\n",
       "      <td>19.43</td>\n",
       "      <td>19.89</td>\n",
       "      <td>607</td>\n",
       "      <td>602</td>\n",
       "      <td>604</td>\n",
       "      <td>8.66</td>\n",
       "      <td>8.58</td>\n",
       "      <td>8.75</td>\n",
       "      <td>5256.62</td>\n",
       "      <td>5165.16</td>\n",
       "      <td>5285.00</td>\n",
       "      <td>5235.59</td>\n",
       "      <td>2.1</td>\n",
       "      <td>5</td>\n",
       "      <td>11.002267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8877</th>\n",
       "      <td>17643</td>\n",
       "      <td>27.43</td>\n",
       "      <td>14.8</td>\n",
       "      <td>832</td>\n",
       "      <td>19.61</td>\n",
       "      <td>19.49</td>\n",
       "      <td>19.59</td>\n",
       "      <td>19.75</td>\n",
       "      <td>604</td>\n",
       "      <td>601</td>\n",
       "      <td>601</td>\n",
       "      <td>8.54</td>\n",
       "      <td>8.63</td>\n",
       "      <td>8.70</td>\n",
       "      <td>5158.16</td>\n",
       "      <td>5186.63</td>\n",
       "      <td>5228.70</td>\n",
       "      <td>5191.16</td>\n",
       "      <td>1.9</td>\n",
       "      <td>292</td>\n",
       "      <td>10.856156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8878</th>\n",
       "      <td>17644</td>\n",
       "      <td>27.34</td>\n",
       "      <td>15.1</td>\n",
       "      <td>827</td>\n",
       "      <td>19.72</td>\n",
       "      <td>19.76</td>\n",
       "      <td>19.61</td>\n",
       "      <td>19.79</td>\n",
       "      <td>605</td>\n",
       "      <td>599</td>\n",
       "      <td>599</td>\n",
       "      <td>8.59</td>\n",
       "      <td>8.61</td>\n",
       "      <td>8.69</td>\n",
       "      <td>5196.95</td>\n",
       "      <td>5157.39</td>\n",
       "      <td>5205.31</td>\n",
       "      <td>5186.55</td>\n",
       "      <td>2.2</td>\n",
       "      <td>350</td>\n",
       "      <td>10.865955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8879</th>\n",
       "      <td>17645</td>\n",
       "      <td>27.99</td>\n",
       "      <td>15.4</td>\n",
       "      <td>827</td>\n",
       "      <td>19.49</td>\n",
       "      <td>19.48</td>\n",
       "      <td>19.33</td>\n",
       "      <td>19.65</td>\n",
       "      <td>603</td>\n",
       "      <td>599</td>\n",
       "      <td>601</td>\n",
       "      <td>8.52</td>\n",
       "      <td>8.51</td>\n",
       "      <td>8.62</td>\n",
       "      <td>5137.56</td>\n",
       "      <td>5097.49</td>\n",
       "      <td>5180.62</td>\n",
       "      <td>5138.56</td>\n",
       "      <td>2.8</td>\n",
       "      <td>307</td>\n",
       "      <td>10.761116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8880</th>\n",
       "      <td>17646</td>\n",
       "      <td>27.87</td>\n",
       "      <td>14.6</td>\n",
       "      <td>834</td>\n",
       "      <td>19.50</td>\n",
       "      <td>19.49</td>\n",
       "      <td>19.45</td>\n",
       "      <td>19.58</td>\n",
       "      <td>605</td>\n",
       "      <td>601</td>\n",
       "      <td>601</td>\n",
       "      <td>8.56</td>\n",
       "      <td>8.60</td>\n",
       "      <td>8.66</td>\n",
       "      <td>5178.80</td>\n",
       "      <td>5168.60</td>\n",
       "      <td>5204.66</td>\n",
       "      <td>5184.02</td>\n",
       "      <td>2.2</td>\n",
       "      <td>274</td>\n",
       "      <td>10.845539</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8881</th>\n",
       "      <td>17647</td>\n",
       "      <td>26.04</td>\n",
       "      <td>15.0</td>\n",
       "      <td>830</td>\n",
       "      <td>19.81</td>\n",
       "      <td>19.85</td>\n",
       "      <td>19.68</td>\n",
       "      <td>19.91</td>\n",
       "      <td>607</td>\n",
       "      <td>604</td>\n",
       "      <td>601</td>\n",
       "      <td>8.59</td>\n",
       "      <td>8.56</td>\n",
       "      <td>8.70</td>\n",
       "      <td>5214.13</td>\n",
       "      <td>5170.24</td>\n",
       "      <td>5228.70</td>\n",
       "      <td>5204.36</td>\n",
       "      <td>1.8</td>\n",
       "      <td>267</td>\n",
       "      <td>10.921059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8882</th>\n",
       "      <td>17648</td>\n",
       "      <td>26.37</td>\n",
       "      <td>15.0</td>\n",
       "      <td>828</td>\n",
       "      <td>19.82</td>\n",
       "      <td>19.81</td>\n",
       "      <td>19.74</td>\n",
       "      <td>19.91</td>\n",
       "      <td>610</td>\n",
       "      <td>605</td>\n",
       "      <td>601</td>\n",
       "      <td>8.52</td>\n",
       "      <td>8.56</td>\n",
       "      <td>8.69</td>\n",
       "      <td>5197.20</td>\n",
       "      <td>5178.80</td>\n",
       "      <td>5222.69</td>\n",
       "      <td>5199.56</td>\n",
       "      <td>2.7</td>\n",
       "      <td>264</td>\n",
       "      <td>10.892007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8883</th>\n",
       "      <td>17649</td>\n",
       "      <td>26.68</td>\n",
       "      <td>14.8</td>\n",
       "      <td>828</td>\n",
       "      <td>19.78</td>\n",
       "      <td>19.72</td>\n",
       "      <td>19.71</td>\n",
       "      <td>19.92</td>\n",
       "      <td>608</td>\n",
       "      <td>604</td>\n",
       "      <td>602</td>\n",
       "      <td>8.52</td>\n",
       "      <td>8.57</td>\n",
       "      <td>8.69</td>\n",
       "      <td>5180.16</td>\n",
       "      <td>5176.28</td>\n",
       "      <td>5231.38</td>\n",
       "      <td>5195.94</td>\n",
       "      <td>3.4</td>\n",
       "      <td>264</td>\n",
       "      <td>10.875891</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8884</th>\n",
       "      <td>17652</td>\n",
       "      <td>27.37</td>\n",
       "      <td>15.0</td>\n",
       "      <td>822</td>\n",
       "      <td>19.66</td>\n",
       "      <td>19.66</td>\n",
       "      <td>19.59</td>\n",
       "      <td>19.74</td>\n",
       "      <td>607</td>\n",
       "      <td>602</td>\n",
       "      <td>600</td>\n",
       "      <td>8.47</td>\n",
       "      <td>8.51</td>\n",
       "      <td>8.60</td>\n",
       "      <td>5141.29</td>\n",
       "      <td>5123.02</td>\n",
       "      <td>5160.00</td>\n",
       "      <td>5141.44</td>\n",
       "      <td>2.1</td>\n",
       "      <td>331</td>\n",
       "      <td>10.775350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8885</th>\n",
       "      <td>17654</td>\n",
       "      <td>27.37</td>\n",
       "      <td>14.2</td>\n",
       "      <td>819</td>\n",
       "      <td>19.77</td>\n",
       "      <td>19.83</td>\n",
       "      <td>19.59</td>\n",
       "      <td>19.90</td>\n",
       "      <td>610</td>\n",
       "      <td>601</td>\n",
       "      <td>600</td>\n",
       "      <td>8.47</td>\n",
       "      <td>8.49</td>\n",
       "      <td>8.64</td>\n",
       "      <td>5166.70</td>\n",
       "      <td>5102.49</td>\n",
       "      <td>5184.00</td>\n",
       "      <td>5151.06</td>\n",
       "      <td>5.2</td>\n",
       "      <td>277</td>\n",
       "      <td>10.848807</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8886</th>\n",
       "      <td>17656</td>\n",
       "      <td>27.45</td>\n",
       "      <td>14.4</td>\n",
       "      <td>815</td>\n",
       "      <td>19.65</td>\n",
       "      <td>19.60</td>\n",
       "      <td>19.48</td>\n",
       "      <td>19.86</td>\n",
       "      <td>603</td>\n",
       "      <td>602</td>\n",
       "      <td>598</td>\n",
       "      <td>8.43</td>\n",
       "      <td>8.39</td>\n",
       "      <td>8.61</td>\n",
       "      <td>5083.29</td>\n",
       "      <td>5050.78</td>\n",
       "      <td>5148.78</td>\n",
       "      <td>5094.28</td>\n",
       "      <td>2.1</td>\n",
       "      <td>281</td>\n",
       "      <td>10.687759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8887</th>\n",
       "      <td>17657</td>\n",
       "      <td>25.80</td>\n",
       "      <td>14.9</td>\n",
       "      <td>812</td>\n",
       "      <td>19.79</td>\n",
       "      <td>20.04</td>\n",
       "      <td>19.64</td>\n",
       "      <td>19.68</td>\n",
       "      <td>609</td>\n",
       "      <td>604</td>\n",
       "      <td>603</td>\n",
       "      <td>8.45</td>\n",
       "      <td>8.35</td>\n",
       "      <td>8.38</td>\n",
       "      <td>5146.05</td>\n",
       "      <td>5043.40</td>\n",
       "      <td>5053.14</td>\n",
       "      <td>5080.86</td>\n",
       "      <td>2.3</td>\n",
       "      <td>345</td>\n",
       "      <td>10.698600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8888</th>\n",
       "      <td>17658</td>\n",
       "      <td>26.97</td>\n",
       "      <td>15.3</td>\n",
       "      <td>809</td>\n",
       "      <td>19.63</td>\n",
       "      <td>19.85</td>\n",
       "      <td>19.60</td>\n",
       "      <td>19.44</td>\n",
       "      <td>608</td>\n",
       "      <td>603</td>\n",
       "      <td>601</td>\n",
       "      <td>8.39</td>\n",
       "      <td>8.35</td>\n",
       "      <td>8.31</td>\n",
       "      <td>5101.12</td>\n",
       "      <td>5035.05</td>\n",
       "      <td>4994.31</td>\n",
       "      <td>5043.49</td>\n",
       "      <td>4.5</td>\n",
       "      <td>287</td>\n",
       "      <td>10.621772</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8889</th>\n",
       "      <td>17659</td>\n",
       "      <td>26.97</td>\n",
       "      <td>15.5</td>\n",
       "      <td>809</td>\n",
       "      <td>19.68</td>\n",
       "      <td>19.85</td>\n",
       "      <td>19.72</td>\n",
       "      <td>19.47</td>\n",
       "      <td>605</td>\n",
       "      <td>604</td>\n",
       "      <td>602</td>\n",
       "      <td>8.43</td>\n",
       "      <td>8.39</td>\n",
       "      <td>8.31</td>\n",
       "      <td>5100.15</td>\n",
       "      <td>5067.56</td>\n",
       "      <td>5002.62</td>\n",
       "      <td>5056.78</td>\n",
       "      <td>3.2</td>\n",
       "      <td>266</td>\n",
       "      <td>10.644214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8890</th>\n",
       "      <td>17660</td>\n",
       "      <td>26.08</td>\n",
       "      <td>14.3</td>\n",
       "      <td>809</td>\n",
       "      <td>19.69</td>\n",
       "      <td>19.76</td>\n",
       "      <td>19.80</td>\n",
       "      <td>19.52</td>\n",
       "      <td>606</td>\n",
       "      <td>605</td>\n",
       "      <td>605</td>\n",
       "      <td>8.35</td>\n",
       "      <td>8.38</td>\n",
       "      <td>8.26</td>\n",
       "      <td>5060.10</td>\n",
       "      <td>5069.90</td>\n",
       "      <td>4997.30</td>\n",
       "      <td>5042.43</td>\n",
       "      <td>2.2</td>\n",
       "      <td>257</td>\n",
       "      <td>10.592965</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8891</th>\n",
       "      <td>17662</td>\n",
       "      <td>26.53</td>\n",
       "      <td>14.3</td>\n",
       "      <td>795</td>\n",
       "      <td>19.89</td>\n",
       "      <td>20.06</td>\n",
       "      <td>19.97</td>\n",
       "      <td>19.62</td>\n",
       "      <td>613</td>\n",
       "      <td>605</td>\n",
       "      <td>601</td>\n",
       "      <td>8.25</td>\n",
       "      <td>8.32</td>\n",
       "      <td>8.23</td>\n",
       "      <td>5057.25</td>\n",
       "      <td>5033.60</td>\n",
       "      <td>4946.23</td>\n",
       "      <td>5012.36</td>\n",
       "      <td>0.7</td>\n",
       "      <td>34</td>\n",
       "      <td>10.546704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8892</th>\n",
       "      <td>17668</td>\n",
       "      <td>28.91</td>\n",
       "      <td>14.9</td>\n",
       "      <td>779</td>\n",
       "      <td>19.37</td>\n",
       "      <td>19.37</td>\n",
       "      <td>19.37</td>\n",
       "      <td>19.36</td>\n",
       "      <td>612</td>\n",
       "      <td>599</td>\n",
       "      <td>598</td>\n",
       "      <td>7.89</td>\n",
       "      <td>8.06</td>\n",
       "      <td>8.07</td>\n",
       "      <td>4828.68</td>\n",
       "      <td>4827.94</td>\n",
       "      <td>4825.86</td>\n",
       "      <td>4827.49</td>\n",
       "      <td>2.7</td>\n",
       "      <td>336</td>\n",
       "      <td>10.111269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8893</th>\n",
       "      <td>17672</td>\n",
       "      <td>27.39</td>\n",
       "      <td>15.0</td>\n",
       "      <td>761</td>\n",
       "      <td>19.69</td>\n",
       "      <td>19.72</td>\n",
       "      <td>19.77</td>\n",
       "      <td>19.59</td>\n",
       "      <td>608</td>\n",
       "      <td>605</td>\n",
       "      <td>604</td>\n",
       "      <td>7.85</td>\n",
       "      <td>7.91</td>\n",
       "      <td>7.85</td>\n",
       "      <td>4772.80</td>\n",
       "      <td>4785.55</td>\n",
       "      <td>4741.40</td>\n",
       "      <td>4766.58</td>\n",
       "      <td>0.7</td>\n",
       "      <td>304</td>\n",
       "      <td>10.000019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8894</th>\n",
       "      <td>17675</td>\n",
       "      <td>26.95</td>\n",
       "      <td>15.5</td>\n",
       "      <td>745</td>\n",
       "      <td>19.80</td>\n",
       "      <td>19.79</td>\n",
       "      <td>19.58</td>\n",
       "      <td>20.02</td>\n",
       "      <td>608</td>\n",
       "      <td>604</td>\n",
       "      <td>605</td>\n",
       "      <td>7.70</td>\n",
       "      <td>7.67</td>\n",
       "      <td>7.83</td>\n",
       "      <td>4681.60</td>\n",
       "      <td>4632.68</td>\n",
       "      <td>4737.15</td>\n",
       "      <td>4683.81</td>\n",
       "      <td>0.8</td>\n",
       "      <td>60</td>\n",
       "      <td>9.890025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8895</th>\n",
       "      <td>17679</td>\n",
       "      <td>25.53</td>\n",
       "      <td>16.0</td>\n",
       "      <td>730</td>\n",
       "      <td>19.92</td>\n",
       "      <td>19.81</td>\n",
       "      <td>19.88</td>\n",
       "      <td>20.09</td>\n",
       "      <td>613</td>\n",
       "      <td>612</td>\n",
       "      <td>611</td>\n",
       "      <td>7.45</td>\n",
       "      <td>7.49</td>\n",
       "      <td>7.58</td>\n",
       "      <td>4566.85</td>\n",
       "      <td>4583.88</td>\n",
       "      <td>4631.38</td>\n",
       "      <td>4594.04</td>\n",
       "      <td>1.8</td>\n",
       "      <td>295</td>\n",
       "      <td>9.532108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8896</th>\n",
       "      <td>17680</td>\n",
       "      <td>25.24</td>\n",
       "      <td>15.5</td>\n",
       "      <td>728</td>\n",
       "      <td>20.01</td>\n",
       "      <td>19.98</td>\n",
       "      <td>19.91</td>\n",
       "      <td>20.14</td>\n",
       "      <td>617</td>\n",
       "      <td>614</td>\n",
       "      <td>611</td>\n",
       "      <td>7.44</td>\n",
       "      <td>7.45</td>\n",
       "      <td>7.57</td>\n",
       "      <td>4590.48</td>\n",
       "      <td>4574.30</td>\n",
       "      <td>4625.27</td>\n",
       "      <td>4596.68</td>\n",
       "      <td>1.5</td>\n",
       "      <td>266</td>\n",
       "      <td>9.583008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8897</th>\n",
       "      <td>17683</td>\n",
       "      <td>25.47</td>\n",
       "      <td>16.1</td>\n",
       "      <td>718</td>\n",
       "      <td>19.76</td>\n",
       "      <td>19.80</td>\n",
       "      <td>19.65</td>\n",
       "      <td>19.81</td>\n",
       "      <td>615</td>\n",
       "      <td>613</td>\n",
       "      <td>612</td>\n",
       "      <td>7.30</td>\n",
       "      <td>7.27</td>\n",
       "      <td>7.34</td>\n",
       "      <td>4489.50</td>\n",
       "      <td>4456.51</td>\n",
       "      <td>4492.08</td>\n",
       "      <td>4479.36</td>\n",
       "      <td>1.5</td>\n",
       "      <td>320</td>\n",
       "      <td>9.283133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8898</th>\n",
       "      <td>17684</td>\n",
       "      <td>26.04</td>\n",
       "      <td>15.7</td>\n",
       "      <td>710</td>\n",
       "      <td>19.63</td>\n",
       "      <td>19.62</td>\n",
       "      <td>19.34</td>\n",
       "      <td>19.91</td>\n",
       "      <td>615</td>\n",
       "      <td>613</td>\n",
       "      <td>612</td>\n",
       "      <td>7.17</td>\n",
       "      <td>7.09</td>\n",
       "      <td>7.31</td>\n",
       "      <td>4409.55</td>\n",
       "      <td>4346.17</td>\n",
       "      <td>4473.72</td>\n",
       "      <td>4409.81</td>\n",
       "      <td>4.2</td>\n",
       "      <td>273</td>\n",
       "      <td>9.284315</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8899</th>\n",
       "      <td>17686</td>\n",
       "      <td>27.35</td>\n",
       "      <td>15.4</td>\n",
       "      <td>702</td>\n",
       "      <td>19.13</td>\n",
       "      <td>19.07</td>\n",
       "      <td>19.04</td>\n",
       "      <td>19.29</td>\n",
       "      <td>609</td>\n",
       "      <td>610</td>\n",
       "      <td>610</td>\n",
       "      <td>6.99</td>\n",
       "      <td>6.97</td>\n",
       "      <td>7.06</td>\n",
       "      <td>4256.91</td>\n",
       "      <td>4251.70</td>\n",
       "      <td>4306.60</td>\n",
       "      <td>4271.74</td>\n",
       "      <td>3.9</td>\n",
       "      <td>33</td>\n",
       "      <td>9.016889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8900</th>\n",
       "      <td>17687</td>\n",
       "      <td>26.76</td>\n",
       "      <td>15.4</td>\n",
       "      <td>694</td>\n",
       "      <td>19.18</td>\n",
       "      <td>19.04</td>\n",
       "      <td>19.08</td>\n",
       "      <td>19.44</td>\n",
       "      <td>613</td>\n",
       "      <td>608</td>\n",
       "      <td>609</td>\n",
       "      <td>6.84</td>\n",
       "      <td>6.91</td>\n",
       "      <td>7.03</td>\n",
       "      <td>4192.92</td>\n",
       "      <td>4201.28</td>\n",
       "      <td>4281.27</td>\n",
       "      <td>4225.16</td>\n",
       "      <td>2.0</td>\n",
       "      <td>315</td>\n",
       "      <td>8.737284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8901</th>\n",
       "      <td>17688</td>\n",
       "      <td>26.91</td>\n",
       "      <td>16.3</td>\n",
       "      <td>684</td>\n",
       "      <td>19.25</td>\n",
       "      <td>19.11</td>\n",
       "      <td>19.30</td>\n",
       "      <td>19.35</td>\n",
       "      <td>612</td>\n",
       "      <td>610</td>\n",
       "      <td>610</td>\n",
       "      <td>6.78</td>\n",
       "      <td>6.87</td>\n",
       "      <td>6.89</td>\n",
       "      <td>4149.36</td>\n",
       "      <td>4190.70</td>\n",
       "      <td>4202.90</td>\n",
       "      <td>4180.99</td>\n",
       "      <td>1.9</td>\n",
       "      <td>292</td>\n",
       "      <td>8.656886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8902</th>\n",
       "      <td>17690</td>\n",
       "      <td>24.72</td>\n",
       "      <td>15.9</td>\n",
       "      <td>681</td>\n",
       "      <td>19.24</td>\n",
       "      <td>19.43</td>\n",
       "      <td>18.70</td>\n",
       "      <td>19.58</td>\n",
       "      <td>620</td>\n",
       "      <td>618</td>\n",
       "      <td>614</td>\n",
       "      <td>6.72</td>\n",
       "      <td>6.49</td>\n",
       "      <td>6.84</td>\n",
       "      <td>4166.40</td>\n",
       "      <td>4010.82</td>\n",
       "      <td>4199.76</td>\n",
       "      <td>4125.66</td>\n",
       "      <td>1.6</td>\n",
       "      <td>289</td>\n",
       "      <td>8.522125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8903</th>\n",
       "      <td>17694</td>\n",
       "      <td>24.99</td>\n",
       "      <td>16.3</td>\n",
       "      <td>651</td>\n",
       "      <td>18.87</td>\n",
       "      <td>18.91</td>\n",
       "      <td>19.03</td>\n",
       "      <td>18.67</td>\n",
       "      <td>616</td>\n",
       "      <td>616</td>\n",
       "      <td>613</td>\n",
       "      <td>6.30</td>\n",
       "      <td>6.34</td>\n",
       "      <td>6.25</td>\n",
       "      <td>3880.80</td>\n",
       "      <td>3905.44</td>\n",
       "      <td>3831.25</td>\n",
       "      <td>3872.50</td>\n",
       "      <td>4.6</td>\n",
       "      <td>313</td>\n",
       "      <td>8.102514</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8904</th>\n",
       "      <td>17695</td>\n",
       "      <td>24.57</td>\n",
       "      <td>16.0</td>\n",
       "      <td>651</td>\n",
       "      <td>18.77</td>\n",
       "      <td>18.58</td>\n",
       "      <td>18.97</td>\n",
       "      <td>18.76</td>\n",
       "      <td>618</td>\n",
       "      <td>618</td>\n",
       "      <td>616</td>\n",
       "      <td>6.16</td>\n",
       "      <td>6.29</td>\n",
       "      <td>6.24</td>\n",
       "      <td>3806.88</td>\n",
       "      <td>3887.22</td>\n",
       "      <td>3843.84</td>\n",
       "      <td>3845.98</td>\n",
       "      <td>2.2</td>\n",
       "      <td>327</td>\n",
       "      <td>7.871427</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8905</th>\n",
       "      <td>17697</td>\n",
       "      <td>24.22</td>\n",
       "      <td>15.8</td>\n",
       "      <td>648</td>\n",
       "      <td>18.86</td>\n",
       "      <td>18.72</td>\n",
       "      <td>18.96</td>\n",
       "      <td>18.90</td>\n",
       "      <td>622</td>\n",
       "      <td>621</td>\n",
       "      <td>617</td>\n",
       "      <td>6.13</td>\n",
       "      <td>6.22</td>\n",
       "      <td>6.24</td>\n",
       "      <td>3812.86</td>\n",
       "      <td>3862.62</td>\n",
       "      <td>3850.08</td>\n",
       "      <td>3841.85</td>\n",
       "      <td>1.1</td>\n",
       "      <td>251</td>\n",
       "      <td>7.917606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8906</th>\n",
       "      <td>17699</td>\n",
       "      <td>26.39</td>\n",
       "      <td>16.3</td>\n",
       "      <td>630</td>\n",
       "      <td>18.33</td>\n",
       "      <td>18.39</td>\n",
       "      <td>18.29</td>\n",
       "      <td>18.30</td>\n",
       "      <td>619</td>\n",
       "      <td>619</td>\n",
       "      <td>615</td>\n",
       "      <td>5.93</td>\n",
       "      <td>5.90</td>\n",
       "      <td>5.94</td>\n",
       "      <td>3670.67</td>\n",
       "      <td>3652.10</td>\n",
       "      <td>3653.10</td>\n",
       "      <td>3658.62</td>\n",
       "      <td>3.4</td>\n",
       "      <td>283</td>\n",
       "      <td>7.661142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8907</th>\n",
       "      <td>17700</td>\n",
       "      <td>24.72</td>\n",
       "      <td>16.1</td>\n",
       "      <td>621</td>\n",
       "      <td>18.50</td>\n",
       "      <td>18.70</td>\n",
       "      <td>18.61</td>\n",
       "      <td>18.18</td>\n",
       "      <td>622</td>\n",
       "      <td>620</td>\n",
       "      <td>616</td>\n",
       "      <td>5.88</td>\n",
       "      <td>5.87</td>\n",
       "      <td>5.77</td>\n",
       "      <td>3657.36</td>\n",
       "      <td>3639.40</td>\n",
       "      <td>3554.32</td>\n",
       "      <td>3617.03</td>\n",
       "      <td>3.3</td>\n",
       "      <td>315</td>\n",
       "      <td>7.541905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8908</th>\n",
       "      <td>17703</td>\n",
       "      <td>23.91</td>\n",
       "      <td>16.3</td>\n",
       "      <td>594</td>\n",
       "      <td>17.98</td>\n",
       "      <td>18.04</td>\n",
       "      <td>17.99</td>\n",
       "      <td>17.91</td>\n",
       "      <td>622</td>\n",
       "      <td>619</td>\n",
       "      <td>622</td>\n",
       "      <td>5.41</td>\n",
       "      <td>5.42</td>\n",
       "      <td>5.37</td>\n",
       "      <td>3365.02</td>\n",
       "      <td>3354.98</td>\n",
       "      <td>3340.14</td>\n",
       "      <td>3353.38</td>\n",
       "      <td>3.4</td>\n",
       "      <td>278</td>\n",
       "      <td>7.311937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8909</th>\n",
       "      <td>17705</td>\n",
       "      <td>22.93</td>\n",
       "      <td>16.3</td>\n",
       "      <td>583</td>\n",
       "      <td>17.64</td>\n",
       "      <td>17.89</td>\n",
       "      <td>17.51</td>\n",
       "      <td>17.52</td>\n",
       "      <td>626</td>\n",
       "      <td>626</td>\n",
       "      <td>624</td>\n",
       "      <td>5.21</td>\n",
       "      <td>5.10</td>\n",
       "      <td>5.12</td>\n",
       "      <td>3261.46</td>\n",
       "      <td>3192.60</td>\n",
       "      <td>3194.88</td>\n",
       "      <td>3216.31</td>\n",
       "      <td>3.7</td>\n",
       "      <td>304</td>\n",
       "      <td>6.662915</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8910</th>\n",
       "      <td>17708</td>\n",
       "      <td>24.37</td>\n",
       "      <td>15.8</td>\n",
       "      <td>557</td>\n",
       "      <td>16.96</td>\n",
       "      <td>17.25</td>\n",
       "      <td>16.75</td>\n",
       "      <td>16.87</td>\n",
       "      <td>627</td>\n",
       "      <td>623</td>\n",
       "      <td>622</td>\n",
       "      <td>4.82</td>\n",
       "      <td>4.71</td>\n",
       "      <td>4.75</td>\n",
       "      <td>3022.14</td>\n",
       "      <td>2934.33</td>\n",
       "      <td>2954.50</td>\n",
       "      <td>2970.32</td>\n",
       "      <td>3.6</td>\n",
       "      <td>280</td>\n",
       "      <td>6.244124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8911</th>\n",
       "      <td>17710</td>\n",
       "      <td>24.85</td>\n",
       "      <td>15.8</td>\n",
       "      <td>552</td>\n",
       "      <td>16.34</td>\n",
       "      <td>16.46</td>\n",
       "      <td>16.34</td>\n",
       "      <td>16.22</td>\n",
       "      <td>625</td>\n",
       "      <td>623</td>\n",
       "      <td>624</td>\n",
       "      <td>4.58</td>\n",
       "      <td>4.56</td>\n",
       "      <td>4.52</td>\n",
       "      <td>2862.50</td>\n",
       "      <td>2840.88</td>\n",
       "      <td>2820.48</td>\n",
       "      <td>2841.29</td>\n",
       "      <td>2.6</td>\n",
       "      <td>249</td>\n",
       "      <td>5.978174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8912</th>\n",
       "      <td>17712</td>\n",
       "      <td>23.41</td>\n",
       "      <td>16.0</td>\n",
       "      <td>534</td>\n",
       "      <td>16.47</td>\n",
       "      <td>16.74</td>\n",
       "      <td>16.51</td>\n",
       "      <td>16.15</td>\n",
       "      <td>628</td>\n",
       "      <td>628</td>\n",
       "      <td>627</td>\n",
       "      <td>4.46</td>\n",
       "      <td>4.40</td>\n",
       "      <td>4.31</td>\n",
       "      <td>2800.88</td>\n",
       "      <td>2763.20</td>\n",
       "      <td>2702.37</td>\n",
       "      <td>2755.48</td>\n",
       "      <td>2.2</td>\n",
       "      <td>281</td>\n",
       "      <td>5.801645</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8913</th>\n",
       "      <td>17714</td>\n",
       "      <td>23.34</td>\n",
       "      <td>15.5</td>\n",
       "      <td>518</td>\n",
       "      <td>16.21</td>\n",
       "      <td>16.12</td>\n",
       "      <td>16.11</td>\n",
       "      <td>16.38</td>\n",
       "      <td>629</td>\n",
       "      <td>627</td>\n",
       "      <td>627</td>\n",
       "      <td>4.16</td>\n",
       "      <td>4.17</td>\n",
       "      <td>4.24</td>\n",
       "      <td>2616.64</td>\n",
       "      <td>2614.59</td>\n",
       "      <td>2658.48</td>\n",
       "      <td>2629.90</td>\n",
       "      <td>3.2</td>\n",
       "      <td>278</td>\n",
       "      <td>5.512220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8914</th>\n",
       "      <td>17715</td>\n",
       "      <td>23.31</td>\n",
       "      <td>15.6</td>\n",
       "      <td>513</td>\n",
       "      <td>16.16</td>\n",
       "      <td>16.11</td>\n",
       "      <td>16.05</td>\n",
       "      <td>16.32</td>\n",
       "      <td>627</td>\n",
       "      <td>629</td>\n",
       "      <td>629</td>\n",
       "      <td>4.13</td>\n",
       "      <td>4.10</td>\n",
       "      <td>4.17</td>\n",
       "      <td>2589.51</td>\n",
       "      <td>2578.90</td>\n",
       "      <td>2622.93</td>\n",
       "      <td>2597.11</td>\n",
       "      <td>0.9</td>\n",
       "      <td>306</td>\n",
       "      <td>5.500856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8915</th>\n",
       "      <td>17716</td>\n",
       "      <td>23.18</td>\n",
       "      <td>16.6</td>\n",
       "      <td>505</td>\n",
       "      <td>16.12</td>\n",
       "      <td>16.17</td>\n",
       "      <td>16.02</td>\n",
       "      <td>16.18</td>\n",
       "      <td>628</td>\n",
       "      <td>630</td>\n",
       "      <td>627</td>\n",
       "      <td>4.07</td>\n",
       "      <td>4.02</td>\n",
       "      <td>4.08</td>\n",
       "      <td>2555.96</td>\n",
       "      <td>2532.60</td>\n",
       "      <td>2558.16</td>\n",
       "      <td>2548.91</td>\n",
       "      <td>1.1</td>\n",
       "      <td>317</td>\n",
       "      <td>5.383916</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8916</th>\n",
       "      <td>17718</td>\n",
       "      <td>20.93</td>\n",
       "      <td>15.8</td>\n",
       "      <td>470</td>\n",
       "      <td>15.16</td>\n",
       "      <td>15.14</td>\n",
       "      <td>14.90</td>\n",
       "      <td>15.44</td>\n",
       "      <td>635</td>\n",
       "      <td>632</td>\n",
       "      <td>631</td>\n",
       "      <td>3.48</td>\n",
       "      <td>3.44</td>\n",
       "      <td>3.57</td>\n",
       "      <td>2209.80</td>\n",
       "      <td>2174.08</td>\n",
       "      <td>2252.67</td>\n",
       "      <td>2212.18</td>\n",
       "      <td>1.0</td>\n",
       "      <td>16</td>\n",
       "      <td>4.608454</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8917</th>\n",
       "      <td>17719</td>\n",
       "      <td>21.51</td>\n",
       "      <td>15.6</td>\n",
       "      <td>457</td>\n",
       "      <td>15.17</td>\n",
       "      <td>15.25</td>\n",
       "      <td>15.00</td>\n",
       "      <td>15.26</td>\n",
       "      <td>634</td>\n",
       "      <td>633</td>\n",
       "      <td>629</td>\n",
       "      <td>3.42</td>\n",
       "      <td>3.37</td>\n",
       "      <td>3.45</td>\n",
       "      <td>2168.28</td>\n",
       "      <td>2133.21</td>\n",
       "      <td>2170.05</td>\n",
       "      <td>2157.18</td>\n",
       "      <td>0.8</td>\n",
       "      <td>341</td>\n",
       "      <td>4.680071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8918</th>\n",
       "      <td>17720</td>\n",
       "      <td>21.55</td>\n",
       "      <td>15.9</td>\n",
       "      <td>452</td>\n",
       "      <td>14.96</td>\n",
       "      <td>14.92</td>\n",
       "      <td>14.83</td>\n",
       "      <td>15.14</td>\n",
       "      <td>634</td>\n",
       "      <td>632</td>\n",
       "      <td>632</td>\n",
       "      <td>3.31</td>\n",
       "      <td>3.30</td>\n",
       "      <td>3.37</td>\n",
       "      <td>2098.54</td>\n",
       "      <td>2085.60</td>\n",
       "      <td>2129.84</td>\n",
       "      <td>2104.66</td>\n",
       "      <td>2.9</td>\n",
       "      <td>284</td>\n",
       "      <td>4.447526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8919</th>\n",
       "      <td>17723</td>\n",
       "      <td>19.95</td>\n",
       "      <td>16.1</td>\n",
       "      <td>443</td>\n",
       "      <td>14.30</td>\n",
       "      <td>14.48</td>\n",
       "      <td>14.09</td>\n",
       "      <td>14.34</td>\n",
       "      <td>638</td>\n",
       "      <td>633</td>\n",
       "      <td>634</td>\n",
       "      <td>3.11</td>\n",
       "      <td>3.05</td>\n",
       "      <td>3.10</td>\n",
       "      <td>1984.18</td>\n",
       "      <td>1930.65</td>\n",
       "      <td>1965.40</td>\n",
       "      <td>1960.08</td>\n",
       "      <td>2.3</td>\n",
       "      <td>274</td>\n",
       "      <td>4.166745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8920</th>\n",
       "      <td>17724</td>\n",
       "      <td>20.10</td>\n",
       "      <td>15.9</td>\n",
       "      <td>419</td>\n",
       "      <td>14.83</td>\n",
       "      <td>14.98</td>\n",
       "      <td>14.61</td>\n",
       "      <td>14.89</td>\n",
       "      <td>639</td>\n",
       "      <td>636</td>\n",
       "      <td>635</td>\n",
       "      <td>3.04</td>\n",
       "      <td>2.98</td>\n",
       "      <td>3.04</td>\n",
       "      <td>1942.56</td>\n",
       "      <td>1895.28</td>\n",
       "      <td>1930.40</td>\n",
       "      <td>1922.75</td>\n",
       "      <td>4.1</td>\n",
       "      <td>280</td>\n",
       "      <td>4.027088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8921</th>\n",
       "      <td>17726</td>\n",
       "      <td>20.41</td>\n",
       "      <td>15.5</td>\n",
       "      <td>399</td>\n",
       "      <td>14.41</td>\n",
       "      <td>14.39</td>\n",
       "      <td>14.24</td>\n",
       "      <td>14.59</td>\n",
       "      <td>640</td>\n",
       "      <td>638</td>\n",
       "      <td>635</td>\n",
       "      <td>2.78</td>\n",
       "      <td>2.76</td>\n",
       "      <td>2.84</td>\n",
       "      <td>1779.20</td>\n",
       "      <td>1760.88</td>\n",
       "      <td>1803.40</td>\n",
       "      <td>1781.16</td>\n",
       "      <td>2.7</td>\n",
       "      <td>278</td>\n",
       "      <td>3.832874</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8922</th>\n",
       "      <td>17728</td>\n",
       "      <td>20.24</td>\n",
       "      <td>15.4</td>\n",
       "      <td>377</td>\n",
       "      <td>13.59</td>\n",
       "      <td>13.59</td>\n",
       "      <td>13.48</td>\n",
       "      <td>13.70</td>\n",
       "      <td>637</td>\n",
       "      <td>637</td>\n",
       "      <td>637</td>\n",
       "      <td>2.49</td>\n",
       "      <td>2.47</td>\n",
       "      <td>2.51</td>\n",
       "      <td>1586.13</td>\n",
       "      <td>1573.39</td>\n",
       "      <td>1598.87</td>\n",
       "      <td>1586.13</td>\n",
       "      <td>3.8</td>\n",
       "      <td>266</td>\n",
       "      <td>3.399302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8923</th>\n",
       "      <td>17729</td>\n",
       "      <td>19.49</td>\n",
       "      <td>15.9</td>\n",
       "      <td>353</td>\n",
       "      <td>13.87</td>\n",
       "      <td>14.19</td>\n",
       "      <td>13.94</td>\n",
       "      <td>13.48</td>\n",
       "      <td>639</td>\n",
       "      <td>636</td>\n",
       "      <td>636</td>\n",
       "      <td>2.42</td>\n",
       "      <td>2.39</td>\n",
       "      <td>2.31</td>\n",
       "      <td>1546.38</td>\n",
       "      <td>1520.04</td>\n",
       "      <td>1469.16</td>\n",
       "      <td>1511.86</td>\n",
       "      <td>1.7</td>\n",
       "      <td>282</td>\n",
       "      <td>3.393088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8924</th>\n",
       "      <td>17730</td>\n",
       "      <td>19.37</td>\n",
       "      <td>15.8</td>\n",
       "      <td>349</td>\n",
       "      <td>13.75</td>\n",
       "      <td>14.12</td>\n",
       "      <td>13.80</td>\n",
       "      <td>13.34</td>\n",
       "      <td>639</td>\n",
       "      <td>638</td>\n",
       "      <td>636</td>\n",
       "      <td>2.38</td>\n",
       "      <td>2.33</td>\n",
       "      <td>2.26</td>\n",
       "      <td>1520.82</td>\n",
       "      <td>1486.54</td>\n",
       "      <td>1437.36</td>\n",
       "      <td>1481.57</td>\n",
       "      <td>3.6</td>\n",
       "      <td>274</td>\n",
       "      <td>3.196242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8925</th>\n",
       "      <td>17732</td>\n",
       "      <td>18.43</td>\n",
       "      <td>15.9</td>\n",
       "      <td>334</td>\n",
       "      <td>12.53</td>\n",
       "      <td>12.60</td>\n",
       "      <td>12.67</td>\n",
       "      <td>12.31</td>\n",
       "      <td>641</td>\n",
       "      <td>638</td>\n",
       "      <td>639</td>\n",
       "      <td>2.02</td>\n",
       "      <td>2.04</td>\n",
       "      <td>1.98</td>\n",
       "      <td>1294.82</td>\n",
       "      <td>1301.52</td>\n",
       "      <td>1265.22</td>\n",
       "      <td>1287.19</td>\n",
       "      <td>1.5</td>\n",
       "      <td>271</td>\n",
       "      <td>2.919100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8926</th>\n",
       "      <td>17733</td>\n",
       "      <td>17.53</td>\n",
       "      <td>15.8</td>\n",
       "      <td>298</td>\n",
       "      <td>13.34</td>\n",
       "      <td>13.59</td>\n",
       "      <td>13.32</td>\n",
       "      <td>13.11</td>\n",
       "      <td>640</td>\n",
       "      <td>637</td>\n",
       "      <td>637</td>\n",
       "      <td>1.94</td>\n",
       "      <td>1.91</td>\n",
       "      <td>1.88</td>\n",
       "      <td>1241.60</td>\n",
       "      <td>1216.67</td>\n",
       "      <td>1197.56</td>\n",
       "      <td>1218.61</td>\n",
       "      <td>1.1</td>\n",
       "      <td>333</td>\n",
       "      <td>2.779336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8927</th>\n",
       "      <td>17735</td>\n",
       "      <td>17.47</td>\n",
       "      <td>15.6</td>\n",
       "      <td>264</td>\n",
       "      <td>12.93</td>\n",
       "      <td>13.31</td>\n",
       "      <td>12.99</td>\n",
       "      <td>12.50</td>\n",
       "      <td>641</td>\n",
       "      <td>637</td>\n",
       "      <td>636</td>\n",
       "      <td>1.68</td>\n",
       "      <td>1.65</td>\n",
       "      <td>1.59</td>\n",
       "      <td>1076.88</td>\n",
       "      <td>1051.05</td>\n",
       "      <td>1011.24</td>\n",
       "      <td>1046.39</td>\n",
       "      <td>2.0</td>\n",
       "      <td>260</td>\n",
       "      <td>2.408000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8928</th>\n",
       "      <td>17736</td>\n",
       "      <td>17.51</td>\n",
       "      <td>15.5</td>\n",
       "      <td>256</td>\n",
       "      <td>12.66</td>\n",
       "      <td>13.13</td>\n",
       "      <td>12.48</td>\n",
       "      <td>12.36</td>\n",
       "      <td>640</td>\n",
       "      <td>636</td>\n",
       "      <td>634</td>\n",
       "      <td>1.61</td>\n",
       "      <td>1.54</td>\n",
       "      <td>1.53</td>\n",
       "      <td>1030.40</td>\n",
       "      <td>979.44</td>\n",
       "      <td>970.02</td>\n",
       "      <td>993.29</td>\n",
       "      <td>2.2</td>\n",
       "      <td>277</td>\n",
       "      <td>2.284673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8929</th>\n",
       "      <td>17740</td>\n",
       "      <td>15.76</td>\n",
       "      <td>15.7</td>\n",
       "      <td>214</td>\n",
       "      <td>11.51</td>\n",
       "      <td>11.42</td>\n",
       "      <td>11.20</td>\n",
       "      <td>11.90</td>\n",
       "      <td>636</td>\n",
       "      <td>635</td>\n",
       "      <td>636</td>\n",
       "      <td>1.17</td>\n",
       "      <td>1.15</td>\n",
       "      <td>1.22</td>\n",
       "      <td>744.12</td>\n",
       "      <td>730.25</td>\n",
       "      <td>775.92</td>\n",
       "      <td>750.10</td>\n",
       "      <td>1.7</td>\n",
       "      <td>287</td>\n",
       "      <td>1.883073</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8930</th>\n",
       "      <td>17741</td>\n",
       "      <td>15.74</td>\n",
       "      <td>15.3</td>\n",
       "      <td>196</td>\n",
       "      <td>11.31</td>\n",
       "      <td>11.97</td>\n",
       "      <td>11.43</td>\n",
       "      <td>10.53</td>\n",
       "      <td>638</td>\n",
       "      <td>632</td>\n",
       "      <td>635</td>\n",
       "      <td>1.12</td>\n",
       "      <td>1.08</td>\n",
       "      <td>0.99</td>\n",
       "      <td>714.56</td>\n",
       "      <td>682.56</td>\n",
       "      <td>628.65</td>\n",
       "      <td>675.26</td>\n",
       "      <td>1.9</td>\n",
       "      <td>279</td>\n",
       "      <td>1.618185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8931</th>\n",
       "      <td>17742</td>\n",
       "      <td>15.66</td>\n",
       "      <td>15.7</td>\n",
       "      <td>186</td>\n",
       "      <td>11.10</td>\n",
       "      <td>11.44</td>\n",
       "      <td>11.42</td>\n",
       "      <td>10.44</td>\n",
       "      <td>635</td>\n",
       "      <td>634</td>\n",
       "      <td>636</td>\n",
       "      <td>1.02</td>\n",
       "      <td>1.02</td>\n",
       "      <td>0.93</td>\n",
       "      <td>647.70</td>\n",
       "      <td>646.68</td>\n",
       "      <td>591.48</td>\n",
       "      <td>628.62</td>\n",
       "      <td>0.9</td>\n",
       "      <td>284</td>\n",
       "      <td>1.588044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8932</th>\n",
       "      <td>17744</td>\n",
       "      <td>15.31</td>\n",
       "      <td>15.6</td>\n",
       "      <td>173</td>\n",
       "      <td>10.66</td>\n",
       "      <td>10.72</td>\n",
       "      <td>10.67</td>\n",
       "      <td>10.59</td>\n",
       "      <td>634</td>\n",
       "      <td>631</td>\n",
       "      <td>633</td>\n",
       "      <td>0.89</td>\n",
       "      <td>0.89</td>\n",
       "      <td>0.88</td>\n",
       "      <td>564.26</td>\n",
       "      <td>561.59</td>\n",
       "      <td>557.04</td>\n",
       "      <td>560.96</td>\n",
       "      <td>0.7</td>\n",
       "      <td>315</td>\n",
       "      <td>1.413499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8933</th>\n",
       "      <td>17745</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.379993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8934</th>\n",
       "      <td>17746</td>\n",
       "      <td>12.33</td>\n",
       "      <td>9.8</td>\n",
       "      <td>334</td>\n",
       "      <td>15.55</td>\n",
       "      <td>15.61</td>\n",
       "      <td>15.56</td>\n",
       "      <td>15.49</td>\n",
       "      <td>659</td>\n",
       "      <td>657</td>\n",
       "      <td>654</td>\n",
       "      <td>2.38</td>\n",
       "      <td>2.38</td>\n",
       "      <td>2.38</td>\n",
       "      <td>1568.42</td>\n",
       "      <td>1563.66</td>\n",
       "      <td>1556.52</td>\n",
       "      <td>1562.87</td>\n",
       "      <td>2.6</td>\n",
       "      <td>216</td>\n",
       "      <td>3.329216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8935</th>\n",
       "      <td>17751</td>\n",
       "      <td>13.51</td>\n",
       "      <td>10.0</td>\n",
       "      <td>373</td>\n",
       "      <td>15.94</td>\n",
       "      <td>15.80</td>\n",
       "      <td>16.25</td>\n",
       "      <td>15.78</td>\n",
       "      <td>657</td>\n",
       "      <td>654</td>\n",
       "      <td>654</td>\n",
       "      <td>2.71</td>\n",
       "      <td>2.80</td>\n",
       "      <td>2.72</td>\n",
       "      <td>1780.47</td>\n",
       "      <td>1831.20</td>\n",
       "      <td>1778.88</td>\n",
       "      <td>1796.85</td>\n",
       "      <td>2.2</td>\n",
       "      <td>201</td>\n",
       "      <td>3.815873</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8936</th>\n",
       "      <td>17754</td>\n",
       "      <td>13.76</td>\n",
       "      <td>10.0</td>\n",
       "      <td>396</td>\n",
       "      <td>16.54</td>\n",
       "      <td>16.51</td>\n",
       "      <td>16.44</td>\n",
       "      <td>16.66</td>\n",
       "      <td>657</td>\n",
       "      <td>654</td>\n",
       "      <td>652</td>\n",
       "      <td>3.01</td>\n",
       "      <td>3.01</td>\n",
       "      <td>3.06</td>\n",
       "      <td>1977.57</td>\n",
       "      <td>1968.54</td>\n",
       "      <td>1995.12</td>\n",
       "      <td>1980.41</td>\n",
       "      <td>4.9</td>\n",
       "      <td>212</td>\n",
       "      <td>4.131832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8937</th>\n",
       "      <td>17756</td>\n",
       "      <td>14.60</td>\n",
       "      <td>10.3</td>\n",
       "      <td>413</td>\n",
       "      <td>17.24</td>\n",
       "      <td>17.02</td>\n",
       "      <td>17.44</td>\n",
       "      <td>17.25</td>\n",
       "      <td>658</td>\n",
       "      <td>652</td>\n",
       "      <td>651</td>\n",
       "      <td>3.24</td>\n",
       "      <td>3.35</td>\n",
       "      <td>3.32</td>\n",
       "      <td>2131.92</td>\n",
       "      <td>2184.20</td>\n",
       "      <td>2161.32</td>\n",
       "      <td>2159.15</td>\n",
       "      <td>2.6</td>\n",
       "      <td>249</td>\n",
       "      <td>4.521564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8938</th>\n",
       "      <td>17757</td>\n",
       "      <td>15.18</td>\n",
       "      <td>10.5</td>\n",
       "      <td>423</td>\n",
       "      <td>17.27</td>\n",
       "      <td>16.96</td>\n",
       "      <td>17.24</td>\n",
       "      <td>17.59</td>\n",
       "      <td>655</td>\n",
       "      <td>654</td>\n",
       "      <td>650</td>\n",
       "      <td>3.33</td>\n",
       "      <td>3.39</td>\n",
       "      <td>3.48</td>\n",
       "      <td>2181.15</td>\n",
       "      <td>2217.06</td>\n",
       "      <td>2262.00</td>\n",
       "      <td>2220.07</td>\n",
       "      <td>3.8</td>\n",
       "      <td>187</td>\n",
       "      <td>4.609965</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8939</th>\n",
       "      <td>17758</td>\n",
       "      <td>15.58</td>\n",
       "      <td>10.6</td>\n",
       "      <td>423</td>\n",
       "      <td>17.42</td>\n",
       "      <td>16.79</td>\n",
       "      <td>17.26</td>\n",
       "      <td>18.22</td>\n",
       "      <td>653</td>\n",
       "      <td>650</td>\n",
       "      <td>650</td>\n",
       "      <td>3.31</td>\n",
       "      <td>3.42</td>\n",
       "      <td>3.61</td>\n",
       "      <td>2161.43</td>\n",
       "      <td>2223.00</td>\n",
       "      <td>2346.50</td>\n",
       "      <td>2243.64</td>\n",
       "      <td>3.8</td>\n",
       "      <td>187</td>\n",
       "      <td>4.645546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8940</th>\n",
       "      <td>17759</td>\n",
       "      <td>15.93</td>\n",
       "      <td>10.8</td>\n",
       "      <td>440</td>\n",
       "      <td>17.20</td>\n",
       "      <td>16.67</td>\n",
       "      <td>17.28</td>\n",
       "      <td>17.64</td>\n",
       "      <td>650</td>\n",
       "      <td>649</td>\n",
       "      <td>650</td>\n",
       "      <td>3.44</td>\n",
       "      <td>3.57</td>\n",
       "      <td>3.64</td>\n",
       "      <td>2236.00</td>\n",
       "      <td>2316.93</td>\n",
       "      <td>2366.00</td>\n",
       "      <td>2306.31</td>\n",
       "      <td>4.1</td>\n",
       "      <td>250</td>\n",
       "      <td>4.795147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8941</th>\n",
       "      <td>17760</td>\n",
       "      <td>16.26</td>\n",
       "      <td>11.2</td>\n",
       "      <td>423</td>\n",
       "      <td>17.89</td>\n",
       "      <td>17.53</td>\n",
       "      <td>18.10</td>\n",
       "      <td>18.05</td>\n",
       "      <td>652</td>\n",
       "      <td>651</td>\n",
       "      <td>649</td>\n",
       "      <td>3.47</td>\n",
       "      <td>3.59</td>\n",
       "      <td>3.59</td>\n",
       "      <td>2262.44</td>\n",
       "      <td>2337.09</td>\n",
       "      <td>2329.91</td>\n",
       "      <td>2309.81</td>\n",
       "      <td>1.5</td>\n",
       "      <td>244</td>\n",
       "      <td>4.878964</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8942</th>\n",
       "      <td>17761</td>\n",
       "      <td>16.52</td>\n",
       "      <td>11.4</td>\n",
       "      <td>454</td>\n",
       "      <td>16.69</td>\n",
       "      <td>15.86</td>\n",
       "      <td>16.24</td>\n",
       "      <td>17.95</td>\n",
       "      <td>649</td>\n",
       "      <td>651</td>\n",
       "      <td>650</td>\n",
       "      <td>3.39</td>\n",
       "      <td>3.46</td>\n",
       "      <td>3.83</td>\n",
       "      <td>2200.11</td>\n",
       "      <td>2252.46</td>\n",
       "      <td>2489.50</td>\n",
       "      <td>2314.02</td>\n",
       "      <td>3.9</td>\n",
       "      <td>259</td>\n",
       "      <td>4.774383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943</th>\n",
       "      <td>17764</td>\n",
       "      <td>16.72</td>\n",
       "      <td>11.3</td>\n",
       "      <td>485</td>\n",
       "      <td>17.73</td>\n",
       "      <td>17.67</td>\n",
       "      <td>17.59</td>\n",
       "      <td>17.92</td>\n",
       "      <td>650</td>\n",
       "      <td>647</td>\n",
       "      <td>648</td>\n",
       "      <td>4.03</td>\n",
       "      <td>4.03</td>\n",
       "      <td>4.10</td>\n",
       "      <td>2619.50</td>\n",
       "      <td>2607.41</td>\n",
       "      <td>2656.80</td>\n",
       "      <td>2627.90</td>\n",
       "      <td>5.0</td>\n",
       "      <td>246</td>\n",
       "      <td>5.483833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8944</th>\n",
       "      <td>17765</td>\n",
       "      <td>16.78</td>\n",
       "      <td>11.4</td>\n",
       "      <td>483</td>\n",
       "      <td>17.97</td>\n",
       "      <td>17.87</td>\n",
       "      <td>17.92</td>\n",
       "      <td>18.11</td>\n",
       "      <td>650</td>\n",
       "      <td>647</td>\n",
       "      <td>646</td>\n",
       "      <td>4.06</td>\n",
       "      <td>4.09</td>\n",
       "      <td>4.14</td>\n",
       "      <td>2639.00</td>\n",
       "      <td>2646.23</td>\n",
       "      <td>2674.44</td>\n",
       "      <td>2653.22</td>\n",
       "      <td>3.9</td>\n",
       "      <td>239</td>\n",
       "      <td>5.513683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8945</th>\n",
       "      <td>17766</td>\n",
       "      <td>16.99</td>\n",
       "      <td>11.4</td>\n",
       "      <td>488</td>\n",
       "      <td>18.00</td>\n",
       "      <td>17.82</td>\n",
       "      <td>18.08</td>\n",
       "      <td>18.10</td>\n",
       "      <td>649</td>\n",
       "      <td>646</td>\n",
       "      <td>645</td>\n",
       "      <td>4.10</td>\n",
       "      <td>4.18</td>\n",
       "      <td>4.19</td>\n",
       "      <td>2660.90</td>\n",
       "      <td>2700.28</td>\n",
       "      <td>2702.55</td>\n",
       "      <td>2687.91</td>\n",
       "      <td>2.3</td>\n",
       "      <td>243</td>\n",
       "      <td>5.591263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8946</th>\n",
       "      <td>17767</td>\n",
       "      <td>17.57</td>\n",
       "      <td>11.9</td>\n",
       "      <td>504</td>\n",
       "      <td>17.91</td>\n",
       "      <td>17.68</td>\n",
       "      <td>17.83</td>\n",
       "      <td>18.22</td>\n",
       "      <td>646</td>\n",
       "      <td>647</td>\n",
       "      <td>643</td>\n",
       "      <td>4.23</td>\n",
       "      <td>4.26</td>\n",
       "      <td>4.38</td>\n",
       "      <td>2732.58</td>\n",
       "      <td>2756.22</td>\n",
       "      <td>2816.34</td>\n",
       "      <td>2768.38</td>\n",
       "      <td>1.5</td>\n",
       "      <td>217</td>\n",
       "      <td>5.743607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8947</th>\n",
       "      <td>17768</td>\n",
       "      <td>17.78</td>\n",
       "      <td>11.8</td>\n",
       "      <td>515</td>\n",
       "      <td>17.89</td>\n",
       "      <td>17.71</td>\n",
       "      <td>17.66</td>\n",
       "      <td>18.31</td>\n",
       "      <td>648</td>\n",
       "      <td>643</td>\n",
       "      <td>643</td>\n",
       "      <td>4.32</td>\n",
       "      <td>4.34</td>\n",
       "      <td>4.50</td>\n",
       "      <td>2799.36</td>\n",
       "      <td>2790.62</td>\n",
       "      <td>2893.50</td>\n",
       "      <td>2827.83</td>\n",
       "      <td>3.7</td>\n",
       "      <td>238</td>\n",
       "      <td>5.859432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8948</th>\n",
       "      <td>17769</td>\n",
       "      <td>18.05</td>\n",
       "      <td>11.9</td>\n",
       "      <td>521</td>\n",
       "      <td>18.31</td>\n",
       "      <td>17.97</td>\n",
       "      <td>18.67</td>\n",
       "      <td>18.29</td>\n",
       "      <td>645</td>\n",
       "      <td>644</td>\n",
       "      <td>642</td>\n",
       "      <td>4.46</td>\n",
       "      <td>4.64</td>\n",
       "      <td>4.56</td>\n",
       "      <td>2876.70</td>\n",
       "      <td>2988.16</td>\n",
       "      <td>2927.52</td>\n",
       "      <td>2930.79</td>\n",
       "      <td>4.0</td>\n",
       "      <td>288</td>\n",
       "      <td>6.093229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8949</th>\n",
       "      <td>17770</td>\n",
       "      <td>18.26</td>\n",
       "      <td>12.1</td>\n",
       "      <td>534</td>\n",
       "      <td>18.11</td>\n",
       "      <td>17.68</td>\n",
       "      <td>18.26</td>\n",
       "      <td>18.39</td>\n",
       "      <td>645</td>\n",
       "      <td>642</td>\n",
       "      <td>641</td>\n",
       "      <td>4.50</td>\n",
       "      <td>4.67</td>\n",
       "      <td>4.71</td>\n",
       "      <td>2902.50</td>\n",
       "      <td>2998.14</td>\n",
       "      <td>3019.11</td>\n",
       "      <td>2973.25</td>\n",
       "      <td>3.2</td>\n",
       "      <td>208</td>\n",
       "      <td>6.114847</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8950</th>\n",
       "      <td>17772</td>\n",
       "      <td>18.26</td>\n",
       "      <td>11.9</td>\n",
       "      <td>542</td>\n",
       "      <td>18.46</td>\n",
       "      <td>18.21</td>\n",
       "      <td>18.62</td>\n",
       "      <td>18.56</td>\n",
       "      <td>647</td>\n",
       "      <td>641</td>\n",
       "      <td>639</td>\n",
       "      <td>4.69</td>\n",
       "      <td>4.84</td>\n",
       "      <td>4.84</td>\n",
       "      <td>3034.43</td>\n",
       "      <td>3102.44</td>\n",
       "      <td>3092.76</td>\n",
       "      <td>3076.54</td>\n",
       "      <td>2.7</td>\n",
       "      <td>227</td>\n",
       "      <td>6.352043</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8951</th>\n",
       "      <td>17773</td>\n",
       "      <td>19.18</td>\n",
       "      <td>12.1</td>\n",
       "      <td>545</td>\n",
       "      <td>18.66</td>\n",
       "      <td>18.37</td>\n",
       "      <td>18.96</td>\n",
       "      <td>18.65</td>\n",
       "      <td>642</td>\n",
       "      <td>640</td>\n",
       "      <td>640</td>\n",
       "      <td>4.81</td>\n",
       "      <td>4.98</td>\n",
       "      <td>4.90</td>\n",
       "      <td>3088.02</td>\n",
       "      <td>3187.20</td>\n",
       "      <td>3136.00</td>\n",
       "      <td>3137.07</td>\n",
       "      <td>3.6</td>\n",
       "      <td>210</td>\n",
       "      <td>6.503910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8952</th>\n",
       "      <td>17774</td>\n",
       "      <td>20.07</td>\n",
       "      <td>12.5</td>\n",
       "      <td>563</td>\n",
       "      <td>18.46</td>\n",
       "      <td>18.07</td>\n",
       "      <td>18.64</td>\n",
       "      <td>18.67</td>\n",
       "      <td>640</td>\n",
       "      <td>638</td>\n",
       "      <td>638</td>\n",
       "      <td>4.92</td>\n",
       "      <td>5.09</td>\n",
       "      <td>5.10</td>\n",
       "      <td>3148.80</td>\n",
       "      <td>3247.42</td>\n",
       "      <td>3253.80</td>\n",
       "      <td>3216.67</td>\n",
       "      <td>3.7</td>\n",
       "      <td>231</td>\n",
       "      <td>6.678675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8953</th>\n",
       "      <td>17776</td>\n",
       "      <td>20.20</td>\n",
       "      <td>12.7</td>\n",
       "      <td>579</td>\n",
       "      <td>18.88</td>\n",
       "      <td>18.88</td>\n",
       "      <td>18.87</td>\n",
       "      <td>18.90</td>\n",
       "      <td>641</td>\n",
       "      <td>636</td>\n",
       "      <td>638</td>\n",
       "      <td>5.28</td>\n",
       "      <td>5.32</td>\n",
       "      <td>5.31</td>\n",
       "      <td>3384.48</td>\n",
       "      <td>3383.52</td>\n",
       "      <td>3387.78</td>\n",
       "      <td>3385.26</td>\n",
       "      <td>2.3</td>\n",
       "      <td>211</td>\n",
       "      <td>7.024902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8954</th>\n",
       "      <td>17782</td>\n",
       "      <td>21.78</td>\n",
       "      <td>13.1</td>\n",
       "      <td>617</td>\n",
       "      <td>18.97</td>\n",
       "      <td>19.00</td>\n",
       "      <td>18.65</td>\n",
       "      <td>19.24</td>\n",
       "      <td>634</td>\n",
       "      <td>631</td>\n",
       "      <td>631</td>\n",
       "      <td>5.76</td>\n",
       "      <td>5.68</td>\n",
       "      <td>5.86</td>\n",
       "      <td>3651.84</td>\n",
       "      <td>3584.08</td>\n",
       "      <td>3697.66</td>\n",
       "      <td>3644.53</td>\n",
       "      <td>1.8</td>\n",
       "      <td>254</td>\n",
       "      <td>7.733771</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8955</th>\n",
       "      <td>17785</td>\n",
       "      <td>22.93</td>\n",
       "      <td>13.8</td>\n",
       "      <td>633</td>\n",
       "      <td>19.25</td>\n",
       "      <td>19.03</td>\n",
       "      <td>19.16</td>\n",
       "      <td>19.57</td>\n",
       "      <td>631</td>\n",
       "      <td>627</td>\n",
       "      <td>626</td>\n",
       "      <td>5.97</td>\n",
       "      <td>6.05</td>\n",
       "      <td>6.19</td>\n",
       "      <td>3767.07</td>\n",
       "      <td>3793.35</td>\n",
       "      <td>3874.94</td>\n",
       "      <td>3811.79</td>\n",
       "      <td>2.9</td>\n",
       "      <td>228</td>\n",
       "      <td>7.930167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8956</th>\n",
       "      <td>17786</td>\n",
       "      <td>23.10</td>\n",
       "      <td>14.1</td>\n",
       "      <td>640</td>\n",
       "      <td>19.23</td>\n",
       "      <td>19.06</td>\n",
       "      <td>19.12</td>\n",
       "      <td>19.50</td>\n",
       "      <td>629</td>\n",
       "      <td>628</td>\n",
       "      <td>626</td>\n",
       "      <td>6.07</td>\n",
       "      <td>6.10</td>\n",
       "      <td>6.24</td>\n",
       "      <td>3818.03</td>\n",
       "      <td>3830.80</td>\n",
       "      <td>3906.24</td>\n",
       "      <td>3851.69</td>\n",
       "      <td>2.6</td>\n",
       "      <td>277</td>\n",
       "      <td>7.977470</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8957</th>\n",
       "      <td>17787</td>\n",
       "      <td>23.72</td>\n",
       "      <td>14.1</td>\n",
       "      <td>641</td>\n",
       "      <td>19.32</td>\n",
       "      <td>19.33</td>\n",
       "      <td>19.11</td>\n",
       "      <td>19.52</td>\n",
       "      <td>631</td>\n",
       "      <td>625</td>\n",
       "      <td>626</td>\n",
       "      <td>6.16</td>\n",
       "      <td>6.15</td>\n",
       "      <td>6.27</td>\n",
       "      <td>3886.96</td>\n",
       "      <td>3843.75</td>\n",
       "      <td>3925.02</td>\n",
       "      <td>3885.24</td>\n",
       "      <td>4.0</td>\n",
       "      <td>179</td>\n",
       "      <td>8.165777</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8958</th>\n",
       "      <td>17790</td>\n",
       "      <td>24.56</td>\n",
       "      <td>14.2</td>\n",
       "      <td>671</td>\n",
       "      <td>18.97</td>\n",
       "      <td>18.71</td>\n",
       "      <td>18.82</td>\n",
       "      <td>19.38</td>\n",
       "      <td>628</td>\n",
       "      <td>623</td>\n",
       "      <td>620</td>\n",
       "      <td>6.29</td>\n",
       "      <td>6.38</td>\n",
       "      <td>6.60</td>\n",
       "      <td>3950.12</td>\n",
       "      <td>3974.74</td>\n",
       "      <td>4092.00</td>\n",
       "      <td>4005.62</td>\n",
       "      <td>5.1</td>\n",
       "      <td>186</td>\n",
       "      <td>8.477550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8959</th>\n",
       "      <td>17792</td>\n",
       "      <td>23.33</td>\n",
       "      <td>14.0</td>\n",
       "      <td>681</td>\n",
       "      <td>19.42</td>\n",
       "      <td>19.16</td>\n",
       "      <td>19.36</td>\n",
       "      <td>19.74</td>\n",
       "      <td>625</td>\n",
       "      <td>624</td>\n",
       "      <td>622</td>\n",
       "      <td>6.54</td>\n",
       "      <td>6.62</td>\n",
       "      <td>6.77</td>\n",
       "      <td>4087.50</td>\n",
       "      <td>4130.88</td>\n",
       "      <td>4210.94</td>\n",
       "      <td>4143.11</td>\n",
       "      <td>2.5</td>\n",
       "      <td>189</td>\n",
       "      <td>8.607432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8960</th>\n",
       "      <td>17796</td>\n",
       "      <td>25.10</td>\n",
       "      <td>15.1</td>\n",
       "      <td>703</td>\n",
       "      <td>19.32</td>\n",
       "      <td>19.22</td>\n",
       "      <td>19.18</td>\n",
       "      <td>19.57</td>\n",
       "      <td>623</td>\n",
       "      <td>618</td>\n",
       "      <td>618</td>\n",
       "      <td>6.84</td>\n",
       "      <td>6.88</td>\n",
       "      <td>7.02</td>\n",
       "      <td>4261.32</td>\n",
       "      <td>4251.84</td>\n",
       "      <td>4338.36</td>\n",
       "      <td>4283.84</td>\n",
       "      <td>4.3</td>\n",
       "      <td>223</td>\n",
       "      <td>9.023671</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8961</th>\n",
       "      <td>17797</td>\n",
       "      <td>25.47</td>\n",
       "      <td>15.0</td>\n",
       "      <td>704</td>\n",
       "      <td>19.32</td>\n",
       "      <td>19.22</td>\n",
       "      <td>19.26</td>\n",
       "      <td>19.48</td>\n",
       "      <td>622</td>\n",
       "      <td>618</td>\n",
       "      <td>617</td>\n",
       "      <td>6.87</td>\n",
       "      <td>6.93</td>\n",
       "      <td>7.02</td>\n",
       "      <td>4273.14</td>\n",
       "      <td>4282.74</td>\n",
       "      <td>4331.34</td>\n",
       "      <td>4295.74</td>\n",
       "      <td>2.7</td>\n",
       "      <td>202</td>\n",
       "      <td>8.989585</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8962</th>\n",
       "      <td>17804</td>\n",
       "      <td>26.60</td>\n",
       "      <td>15.6</td>\n",
       "      <td>732</td>\n",
       "      <td>19.22</td>\n",
       "      <td>19.13</td>\n",
       "      <td>19.31</td>\n",
       "      <td>19.23</td>\n",
       "      <td>615</td>\n",
       "      <td>615</td>\n",
       "      <td>614</td>\n",
       "      <td>7.22</td>\n",
       "      <td>7.29</td>\n",
       "      <td>7.27</td>\n",
       "      <td>4440.30</td>\n",
       "      <td>4483.35</td>\n",
       "      <td>4463.78</td>\n",
       "      <td>4462.48</td>\n",
       "      <td>6.0</td>\n",
       "      <td>180</td>\n",
       "      <td>9.534436</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8963</th>\n",
       "      <td>17806</td>\n",
       "      <td>27.24</td>\n",
       "      <td>16.7</td>\n",
       "      <td>749</td>\n",
       "      <td>19.09</td>\n",
       "      <td>19.22</td>\n",
       "      <td>19.20</td>\n",
       "      <td>18.84</td>\n",
       "      <td>616</td>\n",
       "      <td>613</td>\n",
       "      <td>612</td>\n",
       "      <td>7.43</td>\n",
       "      <td>7.46</td>\n",
       "      <td>7.33</td>\n",
       "      <td>4576.88</td>\n",
       "      <td>4572.98</td>\n",
       "      <td>4485.96</td>\n",
       "      <td>4545.27</td>\n",
       "      <td>3.3</td>\n",
       "      <td>213</td>\n",
       "      <td>9.567524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8964</th>\n",
       "      <td>17807</td>\n",
       "      <td>27.49</td>\n",
       "      <td>16.6</td>\n",
       "      <td>749</td>\n",
       "      <td>18.99</td>\n",
       "      <td>19.08</td>\n",
       "      <td>19.16</td>\n",
       "      <td>18.72</td>\n",
       "      <td>617</td>\n",
       "      <td>613</td>\n",
       "      <td>608</td>\n",
       "      <td>7.37</td>\n",
       "      <td>7.45</td>\n",
       "      <td>7.34</td>\n",
       "      <td>4547.29</td>\n",
       "      <td>4566.85</td>\n",
       "      <td>4462.72</td>\n",
       "      <td>4525.62</td>\n",
       "      <td>2.9</td>\n",
       "      <td>263</td>\n",
       "      <td>9.494249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8965</th>\n",
       "      <td>17808</td>\n",
       "      <td>28.30</td>\n",
       "      <td>16.3</td>\n",
       "      <td>751</td>\n",
       "      <td>18.90</td>\n",
       "      <td>19.00</td>\n",
       "      <td>18.97</td>\n",
       "      <td>18.73</td>\n",
       "      <td>614</td>\n",
       "      <td>608</td>\n",
       "      <td>611</td>\n",
       "      <td>7.42</td>\n",
       "      <td>7.48</td>\n",
       "      <td>7.35</td>\n",
       "      <td>4555.88</td>\n",
       "      <td>4547.84</td>\n",
       "      <td>4490.85</td>\n",
       "      <td>4531.52</td>\n",
       "      <td>3.1</td>\n",
       "      <td>278</td>\n",
       "      <td>9.523651</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8966</th>\n",
       "      <td>17809</td>\n",
       "      <td>28.30</td>\n",
       "      <td>16.6</td>\n",
       "      <td>754</td>\n",
       "      <td>19.06</td>\n",
       "      <td>18.96</td>\n",
       "      <td>19.14</td>\n",
       "      <td>19.07</td>\n",
       "      <td>611</td>\n",
       "      <td>607</td>\n",
       "      <td>608</td>\n",
       "      <td>7.47</td>\n",
       "      <td>7.59</td>\n",
       "      <td>7.55</td>\n",
       "      <td>4564.17</td>\n",
       "      <td>4607.13</td>\n",
       "      <td>4590.40</td>\n",
       "      <td>4587.23</td>\n",
       "      <td>4.0</td>\n",
       "      <td>189</td>\n",
       "      <td>9.697715</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8967</th>\n",
       "      <td>17810</td>\n",
       "      <td>28.37</td>\n",
       "      <td>17.0</td>\n",
       "      <td>754</td>\n",
       "      <td>19.07</td>\n",
       "      <td>19.19</td>\n",
       "      <td>19.14</td>\n",
       "      <td>18.87</td>\n",
       "      <td>611</td>\n",
       "      <td>608</td>\n",
       "      <td>609</td>\n",
       "      <td>7.56</td>\n",
       "      <td>7.58</td>\n",
       "      <td>7.46</td>\n",
       "      <td>4619.16</td>\n",
       "      <td>4608.64</td>\n",
       "      <td>4543.14</td>\n",
       "      <td>4590.31</td>\n",
       "      <td>4.0</td>\n",
       "      <td>189</td>\n",
       "      <td>9.714543</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8968</th>\n",
       "      <td>17811</td>\n",
       "      <td>28.39</td>\n",
       "      <td>16.7</td>\n",
       "      <td>758</td>\n",
       "      <td>18.96</td>\n",
       "      <td>18.99</td>\n",
       "      <td>18.97</td>\n",
       "      <td>18.94</td>\n",
       "      <td>612</td>\n",
       "      <td>608</td>\n",
       "      <td>608</td>\n",
       "      <td>7.51</td>\n",
       "      <td>7.55</td>\n",
       "      <td>7.54</td>\n",
       "      <td>4596.12</td>\n",
       "      <td>4590.40</td>\n",
       "      <td>4584.32</td>\n",
       "      <td>4590.28</td>\n",
       "      <td>2.9</td>\n",
       "      <td>258</td>\n",
       "      <td>9.634695</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8969</th>\n",
       "      <td>17814</td>\n",
       "      <td>28.85</td>\n",
       "      <td>17.1</td>\n",
       "      <td>767</td>\n",
       "      <td>18.84</td>\n",
       "      <td>19.03</td>\n",
       "      <td>18.75</td>\n",
       "      <td>18.74</td>\n",
       "      <td>612</td>\n",
       "      <td>606</td>\n",
       "      <td>605</td>\n",
       "      <td>7.63</td>\n",
       "      <td>7.59</td>\n",
       "      <td>7.60</td>\n",
       "      <td>4669.56</td>\n",
       "      <td>4599.54</td>\n",
       "      <td>4598.00</td>\n",
       "      <td>4622.37</td>\n",
       "      <td>2.4</td>\n",
       "      <td>258</td>\n",
       "      <td>9.718509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8970</th>\n",
       "      <td>17816</td>\n",
       "      <td>28.89</td>\n",
       "      <td>17.1</td>\n",
       "      <td>771</td>\n",
       "      <td>18.83</td>\n",
       "      <td>19.09</td>\n",
       "      <td>18.64</td>\n",
       "      <td>18.76</td>\n",
       "      <td>610</td>\n",
       "      <td>605</td>\n",
       "      <td>604</td>\n",
       "      <td>7.72</td>\n",
       "      <td>7.60</td>\n",
       "      <td>7.66</td>\n",
       "      <td>4709.20</td>\n",
       "      <td>4598.00</td>\n",
       "      <td>4626.64</td>\n",
       "      <td>4644.61</td>\n",
       "      <td>3.1</td>\n",
       "      <td>205</td>\n",
       "      <td>9.821361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8971</th>\n",
       "      <td>17819</td>\n",
       "      <td>29.79</td>\n",
       "      <td>17.5</td>\n",
       "      <td>782</td>\n",
       "      <td>18.97</td>\n",
       "      <td>18.92</td>\n",
       "      <td>19.05</td>\n",
       "      <td>18.93</td>\n",
       "      <td>605</td>\n",
       "      <td>604</td>\n",
       "      <td>603</td>\n",
       "      <td>7.85</td>\n",
       "      <td>7.92</td>\n",
       "      <td>7.88</td>\n",
       "      <td>4749.25</td>\n",
       "      <td>4783.68</td>\n",
       "      <td>4751.64</td>\n",
       "      <td>4761.52</td>\n",
       "      <td>2.7</td>\n",
       "      <td>261</td>\n",
       "      <td>9.980883</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8972</th>\n",
       "      <td>17821</td>\n",
       "      <td>30.12</td>\n",
       "      <td>17.9</td>\n",
       "      <td>789</td>\n",
       "      <td>18.84</td>\n",
       "      <td>18.73</td>\n",
       "      <td>18.90</td>\n",
       "      <td>18.90</td>\n",
       "      <td>605</td>\n",
       "      <td>603</td>\n",
       "      <td>600</td>\n",
       "      <td>7.85</td>\n",
       "      <td>7.95</td>\n",
       "      <td>7.99</td>\n",
       "      <td>4749.25</td>\n",
       "      <td>4793.85</td>\n",
       "      <td>4794.00</td>\n",
       "      <td>4779.03</td>\n",
       "      <td>6.8</td>\n",
       "      <td>183</td>\n",
       "      <td>10.294914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8973</th>\n",
       "      <td>17823</td>\n",
       "      <td>30.49</td>\n",
       "      <td>18.6</td>\n",
       "      <td>792</td>\n",
       "      <td>18.95</td>\n",
       "      <td>18.87</td>\n",
       "      <td>18.85</td>\n",
       "      <td>19.13</td>\n",
       "      <td>603</td>\n",
       "      <td>600</td>\n",
       "      <td>603</td>\n",
       "      <td>7.98</td>\n",
       "      <td>8.01</td>\n",
       "      <td>8.09</td>\n",
       "      <td>4811.94</td>\n",
       "      <td>4806.00</td>\n",
       "      <td>4878.27</td>\n",
       "      <td>4832.07</td>\n",
       "      <td>2.6</td>\n",
       "      <td>239</td>\n",
       "      <td>10.118519</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8974</th>\n",
       "      <td>17826</td>\n",
       "      <td>31.60</td>\n",
       "      <td>19.0</td>\n",
       "      <td>799</td>\n",
       "      <td>18.76</td>\n",
       "      <td>18.53</td>\n",
       "      <td>18.76</td>\n",
       "      <td>18.99</td>\n",
       "      <td>602</td>\n",
       "      <td>599</td>\n",
       "      <td>601</td>\n",
       "      <td>7.95</td>\n",
       "      <td>8.09</td>\n",
       "      <td>8.16</td>\n",
       "      <td>4785.90</td>\n",
       "      <td>4845.91</td>\n",
       "      <td>4904.16</td>\n",
       "      <td>4845.32</td>\n",
       "      <td>3.2</td>\n",
       "      <td>272</td>\n",
       "      <td>10.117572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8975</th>\n",
       "      <td>17827</td>\n",
       "      <td>31.97</td>\n",
       "      <td>19.5</td>\n",
       "      <td>807</td>\n",
       "      <td>18.69</td>\n",
       "      <td>18.42</td>\n",
       "      <td>18.68</td>\n",
       "      <td>18.99</td>\n",
       "      <td>603</td>\n",
       "      <td>598</td>\n",
       "      <td>597</td>\n",
       "      <td>7.98</td>\n",
       "      <td>8.16</td>\n",
       "      <td>8.31</td>\n",
       "      <td>4811.94</td>\n",
       "      <td>4879.68</td>\n",
       "      <td>4961.07</td>\n",
       "      <td>4884.23</td>\n",
       "      <td>4.6</td>\n",
       "      <td>195</td>\n",
       "      <td>10.346306</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8976</th>\n",
       "      <td>17828</td>\n",
       "      <td>32.18</td>\n",
       "      <td>19.6</td>\n",
       "      <td>810</td>\n",
       "      <td>18.61</td>\n",
       "      <td>18.41</td>\n",
       "      <td>18.58</td>\n",
       "      <td>18.85</td>\n",
       "      <td>601</td>\n",
       "      <td>597</td>\n",
       "      <td>596</td>\n",
       "      <td>8.04</td>\n",
       "      <td>8.17</td>\n",
       "      <td>8.30</td>\n",
       "      <td>4832.04</td>\n",
       "      <td>4877.49</td>\n",
       "      <td>4946.80</td>\n",
       "      <td>4885.44</td>\n",
       "      <td>2.5</td>\n",
       "      <td>245</td>\n",
       "      <td>10.181277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8977</th>\n",
       "      <td>17829</td>\n",
       "      <td>31.83</td>\n",
       "      <td>20.0</td>\n",
       "      <td>809</td>\n",
       "      <td>18.75</td>\n",
       "      <td>18.50</td>\n",
       "      <td>18.72</td>\n",
       "      <td>19.02</td>\n",
       "      <td>600</td>\n",
       "      <td>599</td>\n",
       "      <td>597</td>\n",
       "      <td>8.07</td>\n",
       "      <td>8.18</td>\n",
       "      <td>8.34</td>\n",
       "      <td>4842.00</td>\n",
       "      <td>4899.82</td>\n",
       "      <td>4978.98</td>\n",
       "      <td>4906.93</td>\n",
       "      <td>2.5</td>\n",
       "      <td>222</td>\n",
       "      <td>10.223170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8978</th>\n",
       "      <td>17830</td>\n",
       "      <td>31.83</td>\n",
       "      <td>19.5</td>\n",
       "      <td>806</td>\n",
       "      <td>18.78</td>\n",
       "      <td>18.76</td>\n",
       "      <td>18.61</td>\n",
       "      <td>18.97</td>\n",
       "      <td>601</td>\n",
       "      <td>597</td>\n",
       "      <td>596</td>\n",
       "      <td>8.14</td>\n",
       "      <td>8.13</td>\n",
       "      <td>8.30</td>\n",
       "      <td>4892.14</td>\n",
       "      <td>4853.61</td>\n",
       "      <td>4946.80</td>\n",
       "      <td>4897.52</td>\n",
       "      <td>4.3</td>\n",
       "      <td>231</td>\n",
       "      <td>10.356138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8979</th>\n",
       "      <td>17831</td>\n",
       "      <td>31.72</td>\n",
       "      <td>19.8</td>\n",
       "      <td>807</td>\n",
       "      <td>18.76</td>\n",
       "      <td>18.63</td>\n",
       "      <td>18.82</td>\n",
       "      <td>18.83</td>\n",
       "      <td>598</td>\n",
       "      <td>596</td>\n",
       "      <td>595</td>\n",
       "      <td>8.13</td>\n",
       "      <td>8.24</td>\n",
       "      <td>8.26</td>\n",
       "      <td>4861.74</td>\n",
       "      <td>4911.04</td>\n",
       "      <td>4914.70</td>\n",
       "      <td>4895.83</td>\n",
       "      <td>2.7</td>\n",
       "      <td>206</td>\n",
       "      <td>10.246467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8980</th>\n",
       "      <td>17834</td>\n",
       "      <td>31.72</td>\n",
       "      <td>20.2</td>\n",
       "      <td>811</td>\n",
       "      <td>18.74</td>\n",
       "      <td>18.76</td>\n",
       "      <td>18.75</td>\n",
       "      <td>18.71</td>\n",
       "      <td>603</td>\n",
       "      <td>597</td>\n",
       "      <td>592</td>\n",
       "      <td>8.16</td>\n",
       "      <td>8.24</td>\n",
       "      <td>8.29</td>\n",
       "      <td>4920.48</td>\n",
       "      <td>4919.28</td>\n",
       "      <td>4907.68</td>\n",
       "      <td>4915.81</td>\n",
       "      <td>1.9</td>\n",
       "      <td>211</td>\n",
       "      <td>10.270574</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8981</th>\n",
       "      <td>17836</td>\n",
       "      <td>32.76</td>\n",
       "      <td>20.2</td>\n",
       "      <td>809</td>\n",
       "      <td>18.66</td>\n",
       "      <td>18.67</td>\n",
       "      <td>18.55</td>\n",
       "      <td>18.76</td>\n",
       "      <td>598</td>\n",
       "      <td>592</td>\n",
       "      <td>593</td>\n",
       "      <td>8.20</td>\n",
       "      <td>8.23</td>\n",
       "      <td>8.31</td>\n",
       "      <td>4903.60</td>\n",
       "      <td>4872.16</td>\n",
       "      <td>4927.83</td>\n",
       "      <td>4901.20</td>\n",
       "      <td>5.6</td>\n",
       "      <td>188</td>\n",
       "      <td>10.481764</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8982</th>\n",
       "      <td>17837</td>\n",
       "      <td>32.39</td>\n",
       "      <td>20.4</td>\n",
       "      <td>810</td>\n",
       "      <td>18.69</td>\n",
       "      <td>18.58</td>\n",
       "      <td>18.69</td>\n",
       "      <td>18.81</td>\n",
       "      <td>598</td>\n",
       "      <td>595</td>\n",
       "      <td>593</td>\n",
       "      <td>8.16</td>\n",
       "      <td>8.25</td>\n",
       "      <td>8.33</td>\n",
       "      <td>4879.68</td>\n",
       "      <td>4908.75</td>\n",
       "      <td>4939.69</td>\n",
       "      <td>4909.37</td>\n",
       "      <td>5.0</td>\n",
       "      <td>235</td>\n",
       "      <td>10.396226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8983</th>\n",
       "      <td>17841</td>\n",
       "      <td>33.62</td>\n",
       "      <td>21.3</td>\n",
       "      <td>791</td>\n",
       "      <td>19.01</td>\n",
       "      <td>19.12</td>\n",
       "      <td>18.78</td>\n",
       "      <td>19.13</td>\n",
       "      <td>595</td>\n",
       "      <td>591</td>\n",
       "      <td>594</td>\n",
       "      <td>8.28</td>\n",
       "      <td>8.19</td>\n",
       "      <td>8.30</td>\n",
       "      <td>4926.60</td>\n",
       "      <td>4840.29</td>\n",
       "      <td>4930.20</td>\n",
       "      <td>4899.03</td>\n",
       "      <td>2.3</td>\n",
       "      <td>202</td>\n",
       "      <td>10.296305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8984</th>\n",
       "      <td>17842</td>\n",
       "      <td>32.74</td>\n",
       "      <td>21.1</td>\n",
       "      <td>768</td>\n",
       "      <td>19.04</td>\n",
       "      <td>19.50</td>\n",
       "      <td>19.53</td>\n",
       "      <td>18.08</td>\n",
       "      <td>599</td>\n",
       "      <td>594</td>\n",
       "      <td>594</td>\n",
       "      <td>8.12</td>\n",
       "      <td>8.20</td>\n",
       "      <td>7.59</td>\n",
       "      <td>4863.88</td>\n",
       "      <td>4870.80</td>\n",
       "      <td>4508.46</td>\n",
       "      <td>4747.71</td>\n",
       "      <td>5.3</td>\n",
       "      <td>201</td>\n",
       "      <td>10.121107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8985</th>\n",
       "      <td>17843</td>\n",
       "      <td>32.10</td>\n",
       "      <td>20.8</td>\n",
       "      <td>741</td>\n",
       "      <td>19.05</td>\n",
       "      <td>19.73</td>\n",
       "      <td>19.13</td>\n",
       "      <td>18.27</td>\n",
       "      <td>601</td>\n",
       "      <td>598</td>\n",
       "      <td>595</td>\n",
       "      <td>7.88</td>\n",
       "      <td>7.68</td>\n",
       "      <td>7.37</td>\n",
       "      <td>4735.88</td>\n",
       "      <td>4592.64</td>\n",
       "      <td>4385.15</td>\n",
       "      <td>4571.22</td>\n",
       "      <td>4.6</td>\n",
       "      <td>195</td>\n",
       "      <td>9.999450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8986</th>\n",
       "      <td>17846</td>\n",
       "      <td>32.60</td>\n",
       "      <td>22.0</td>\n",
       "      <td>814</td>\n",
       "      <td>18.18</td>\n",
       "      <td>18.18</td>\n",
       "      <td>18.12</td>\n",
       "      <td>18.23</td>\n",
       "      <td>599</td>\n",
       "      <td>597</td>\n",
       "      <td>596</td>\n",
       "      <td>8.02</td>\n",
       "      <td>8.02</td>\n",
       "      <td>8.08</td>\n",
       "      <td>4803.98</td>\n",
       "      <td>4787.94</td>\n",
       "      <td>4815.68</td>\n",
       "      <td>4802.53</td>\n",
       "      <td>2.4</td>\n",
       "      <td>258</td>\n",
       "      <td>9.967172</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8987</th>\n",
       "      <td>17847</td>\n",
       "      <td>33.01</td>\n",
       "      <td>22.8</td>\n",
       "      <td>827</td>\n",
       "      <td>18.25</td>\n",
       "      <td>18.66</td>\n",
       "      <td>17.34</td>\n",
       "      <td>18.76</td>\n",
       "      <td>598</td>\n",
       "      <td>599</td>\n",
       "      <td>594</td>\n",
       "      <td>8.39</td>\n",
       "      <td>7.78</td>\n",
       "      <td>8.49</td>\n",
       "      <td>5017.22</td>\n",
       "      <td>4660.22</td>\n",
       "      <td>5043.06</td>\n",
       "      <td>4906.83</td>\n",
       "      <td>2.8</td>\n",
       "      <td>237</td>\n",
       "      <td>10.285670</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8988</th>\n",
       "      <td>17848</td>\n",
       "      <td>33.20</td>\n",
       "      <td>22.1</td>\n",
       "      <td>816</td>\n",
       "      <td>17.70</td>\n",
       "      <td>16.95</td>\n",
       "      <td>17.70</td>\n",
       "      <td>18.46</td>\n",
       "      <td>600</td>\n",
       "      <td>597</td>\n",
       "      <td>596</td>\n",
       "      <td>7.50</td>\n",
       "      <td>7.87</td>\n",
       "      <td>8.22</td>\n",
       "      <td>4500.00</td>\n",
       "      <td>4698.39</td>\n",
       "      <td>4899.12</td>\n",
       "      <td>4699.17</td>\n",
       "      <td>2.9</td>\n",
       "      <td>249</td>\n",
       "      <td>9.605797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8989</th>\n",
       "      <td>17849</td>\n",
       "      <td>33.06</td>\n",
       "      <td>22.1</td>\n",
       "      <td>748</td>\n",
       "      <td>18.81</td>\n",
       "      <td>20.20</td>\n",
       "      <td>18.29</td>\n",
       "      <td>17.95</td>\n",
       "      <td>599</td>\n",
       "      <td>597</td>\n",
       "      <td>597</td>\n",
       "      <td>8.20</td>\n",
       "      <td>7.45</td>\n",
       "      <td>7.31</td>\n",
       "      <td>4911.80</td>\n",
       "      <td>4447.65</td>\n",
       "      <td>4364.07</td>\n",
       "      <td>4574.51</td>\n",
       "      <td>4.5</td>\n",
       "      <td>229</td>\n",
       "      <td>9.850959</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8990</th>\n",
       "      <td>17851</td>\n",
       "      <td>31.39</td>\n",
       "      <td>22.5</td>\n",
       "      <td>605</td>\n",
       "      <td>17.90</td>\n",
       "      <td>17.42</td>\n",
       "      <td>17.09</td>\n",
       "      <td>19.19</td>\n",
       "      <td>608</td>\n",
       "      <td>604</td>\n",
       "      <td>606</td>\n",
       "      <td>5.60</td>\n",
       "      <td>5.53</td>\n",
       "      <td>6.19</td>\n",
       "      <td>3404.80</td>\n",
       "      <td>3340.12</td>\n",
       "      <td>3751.14</td>\n",
       "      <td>3498.69</td>\n",
       "      <td>2.7</td>\n",
       "      <td>265</td>\n",
       "      <td>7.004241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8991</th>\n",
       "      <td>17854</td>\n",
       "      <td>31.95</td>\n",
       "      <td>22.8</td>\n",
       "      <td>647</td>\n",
       "      <td>19.70</td>\n",
       "      <td>20.53</td>\n",
       "      <td>19.40</td>\n",
       "      <td>19.16</td>\n",
       "      <td>610</td>\n",
       "      <td>602</td>\n",
       "      <td>600</td>\n",
       "      <td>7.05</td>\n",
       "      <td>6.75</td>\n",
       "      <td>6.69</td>\n",
       "      <td>4300.50</td>\n",
       "      <td>4063.50</td>\n",
       "      <td>4014.00</td>\n",
       "      <td>4126.00</td>\n",
       "      <td>2.5</td>\n",
       "      <td>232</td>\n",
       "      <td>8.736486</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8992</th>\n",
       "      <td>17858</td>\n",
       "      <td>32.72</td>\n",
       "      <td>23.0</td>\n",
       "      <td>779</td>\n",
       "      <td>18.19</td>\n",
       "      <td>18.46</td>\n",
       "      <td>18.50</td>\n",
       "      <td>17.60</td>\n",
       "      <td>600</td>\n",
       "      <td>600</td>\n",
       "      <td>600</td>\n",
       "      <td>7.78</td>\n",
       "      <td>7.80</td>\n",
       "      <td>7.42</td>\n",
       "      <td>4668.00</td>\n",
       "      <td>4680.00</td>\n",
       "      <td>4452.00</td>\n",
       "      <td>4600.00</td>\n",
       "      <td>5.6</td>\n",
       "      <td>249</td>\n",
       "      <td>9.761747</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8993</th>\n",
       "      <td>17860</td>\n",
       "      <td>34.26</td>\n",
       "      <td>23.3</td>\n",
       "      <td>815</td>\n",
       "      <td>17.51</td>\n",
       "      <td>16.96</td>\n",
       "      <td>17.41</td>\n",
       "      <td>18.15</td>\n",
       "      <td>598</td>\n",
       "      <td>595</td>\n",
       "      <td>592</td>\n",
       "      <td>7.55</td>\n",
       "      <td>7.79</td>\n",
       "      <td>8.16</td>\n",
       "      <td>4514.90</td>\n",
       "      <td>4635.05</td>\n",
       "      <td>4830.72</td>\n",
       "      <td>4660.22</td>\n",
       "      <td>6.7</td>\n",
       "      <td>267</td>\n",
       "      <td>9.939029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8994</th>\n",
       "      <td>17862</td>\n",
       "      <td>34.70</td>\n",
       "      <td>23.6</td>\n",
       "      <td>819</td>\n",
       "      <td>17.20</td>\n",
       "      <td>17.34</td>\n",
       "      <td>17.07</td>\n",
       "      <td>17.18</td>\n",
       "      <td>595</td>\n",
       "      <td>595</td>\n",
       "      <td>591</td>\n",
       "      <td>7.81</td>\n",
       "      <td>7.69</td>\n",
       "      <td>7.79</td>\n",
       "      <td>4646.95</td>\n",
       "      <td>4575.55</td>\n",
       "      <td>4603.89</td>\n",
       "      <td>4608.80</td>\n",
       "      <td>6.5</td>\n",
       "      <td>259</td>\n",
       "      <td>9.990341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8995</th>\n",
       "      <td>17866</td>\n",
       "      <td>35.16</td>\n",
       "      <td>24.6</td>\n",
       "      <td>855</td>\n",
       "      <td>17.42</td>\n",
       "      <td>17.70</td>\n",
       "      <td>17.09</td>\n",
       "      <td>17.48</td>\n",
       "      <td>597</td>\n",
       "      <td>592</td>\n",
       "      <td>588</td>\n",
       "      <td>8.31</td>\n",
       "      <td>8.09</td>\n",
       "      <td>8.33</td>\n",
       "      <td>4961.07</td>\n",
       "      <td>4789.28</td>\n",
       "      <td>4898.04</td>\n",
       "      <td>4882.80</td>\n",
       "      <td>4.0</td>\n",
       "      <td>254</td>\n",
       "      <td>10.196422</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8996</th>\n",
       "      <td>17867</td>\n",
       "      <td>36.03</td>\n",
       "      <td>24.8</td>\n",
       "      <td>739</td>\n",
       "      <td>20.28</td>\n",
       "      <td>20.27</td>\n",
       "      <td>20.57</td>\n",
       "      <td>20.01</td>\n",
       "      <td>590</td>\n",
       "      <td>591</td>\n",
       "      <td>586</td>\n",
       "      <td>8.35</td>\n",
       "      <td>8.46</td>\n",
       "      <td>8.30</td>\n",
       "      <td>4926.50</td>\n",
       "      <td>4999.86</td>\n",
       "      <td>4863.80</td>\n",
       "      <td>4930.05</td>\n",
       "      <td>4.1</td>\n",
       "      <td>247</td>\n",
       "      <td>10.430261</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8997</th>\n",
       "      <td>17873</td>\n",
       "      <td>36.39</td>\n",
       "      <td>24.9</td>\n",
       "      <td>759</td>\n",
       "      <td>18.11</td>\n",
       "      <td>18.10</td>\n",
       "      <td>18.08</td>\n",
       "      <td>18.14</td>\n",
       "      <td>593</td>\n",
       "      <td>591</td>\n",
       "      <td>589</td>\n",
       "      <td>7.63</td>\n",
       "      <td>7.65</td>\n",
       "      <td>7.70</td>\n",
       "      <td>4524.59</td>\n",
       "      <td>4521.15</td>\n",
       "      <td>4535.30</td>\n",
       "      <td>4527.01</td>\n",
       "      <td>5.0</td>\n",
       "      <td>268</td>\n",
       "      <td>9.558046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8998</th>\n",
       "      <td>17874</td>\n",
       "      <td>36.49</td>\n",
       "      <td>25.2</td>\n",
       "      <td>749</td>\n",
       "      <td>18.00</td>\n",
       "      <td>18.08</td>\n",
       "      <td>18.23</td>\n",
       "      <td>17.68</td>\n",
       "      <td>591</td>\n",
       "      <td>588</td>\n",
       "      <td>589</td>\n",
       "      <td>7.55</td>\n",
       "      <td>7.65</td>\n",
       "      <td>7.41</td>\n",
       "      <td>4462.05</td>\n",
       "      <td>4498.20</td>\n",
       "      <td>4364.49</td>\n",
       "      <td>4441.58</td>\n",
       "      <td>2.4</td>\n",
       "      <td>273</td>\n",
       "      <td>9.179218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8999</th>\n",
       "      <td>17876</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.379993</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9000 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         ID     板温  现场温度  光照强度     转换效率     转换效率A    转换效率B    转换效率C    电压A  电压B  电压C   电流A     电流B   电流C        功率A      功率B      功率C       平均功率   风速   风向        发电量\n",
       "0        10 -19.14 -17.4    34    80.55    106.32    16.98   118.36    729  709  725  1.34    0.22  1.50     976.86   155.98  1087.50     740.11  0.6  272   1.437752\n",
       "1        11 -18.73 -17.3    30    99.90    139.00    21.20   139.51    728  717  726  1.55    0.24  1.56    1128.40   172.08  1132.56     811.01  0.8  275   1.692575\n",
       "2        12 -17.54 -17.0    41    82.48    114.86    14.91   117.66    731  722  720  1.75    0.23  1.82    1279.25   166.06  1310.40     918.57  1.1  283   1.975787\n",
       "3        14 -15.43 -16.6    53    73.98    101.72    15.55   104.67    730  727  726  2.02    0.31  2.09    1474.60   225.37  1517.34    1072.44  0.9  280   2.370656\n",
       "4        15 -14.60 -16.3    65    64.62     86.86    13.09    93.92    727  729  728  2.13    0.32  2.30    1548.51   233.28  1674.40    1152.06  1.1  280   2.532091\n",
       "5        16 -14.10 -16.2    76    61.97     77.59    25.80    82.53    733  728  724  2.21    0.74  2.38    1619.93   538.72  1723.12    1293.92  0.9  278   2.779719\n",
       "6        19 -11.25 -15.9    96    71.51     70.09    70.09    74.35    726  726  725  2.57    2.57  2.73    1865.82  1865.82  1979.25    1903.63  1.5  277   3.832378\n",
       "7        20 -10.77 -15.8   100    70.04     69.27    68.43    72.42    726  720  721  2.65    2.64  2.79    1923.90  1900.80  2011.59    1945.43  1.5  281   3.956692\n",
       "8        22 -10.77 -15.8   100  5699.37  16924.86   162.65    10.59  65382    7  107  7.19  645.39  2.75  470096.58  4517.73   294.25  158302.85  1.5  281   5.440741\n",
       "9        24  -8.33 -14.7   122    63.99     62.47    62.96    66.53    721  717  717  2.96    3.00  3.17    2134.16  2151.00  2272.89    2186.02  0.7  278   4.501339\n",
       "10       27  -5.52 -13.9   142    60.63     59.86    59.86    62.17    713  713  709  3.37    3.37  3.52    2402.81  2402.81  2495.68    2433.77  0.0  265   5.135805\n",
       "11       30  -4.60 -13.9   159    58.79     58.41    58.65    59.33    706  707  704  3.73    3.74  3.80    2633.38  2644.18  2675.20    2650.92  1.2  276   5.632254\n",
       "12       34  -3.70 -13.4   187    55.68     54.59    55.25    57.20    703  703  701  4.13    4.18  4.34    2903.39  2938.54  3042.34    2961.42  1.8  282   6.240380\n",
       "13       35  -3.79 -13.1   189    55.75     55.28    55.04    56.92    704  701  700  4.22    4.22  4.37    2970.88  2958.22  3059.00    2996.03  1.8  283   6.325290\n",
       "14       39  -2.85 -12.0   213    53.92     53.38    53.61    54.79    702  699  695  4.62    4.66  4.79    3243.24  3257.34  3329.05    3276.54  1.2  279   6.893459\n",
       "15       42  -1.23 -11.4   229    52.03     51.06    51.89    53.15    693  690  690  4.84    4.94  5.06    3354.12  3408.60  3491.40    3418.04  0.5  268   7.194232\n",
       "16       43   0.02 -11.5   233    52.06     51.72    52.20    52.27    693  687  688  5.01    5.10  5.10    3471.93  3503.70  3508.80    3494.81  1.5  281   7.409266\n",
       "17       44   0.12 -11.0   243    50.67     50.00    50.35    51.65    692  686  689  5.06    5.14  5.25    3501.52  3526.04  3617.25    3548.27  1.1  278   7.486756\n",
       "18       45   0.14 -10.8   245    50.65     49.84    50.35    51.76    690  685  687  5.10    5.19  5.32    3519.00  3555.15  3654.84    3576.33  1.4  279   7.524506\n",
       "19       47   0.49 -10.7   250    50.84     50.36    50.65    51.52    688  683  687  5.28    5.35  5.41    3632.64  3654.05  3716.67    3667.79  1.4  273   7.727476\n",
       "20       49   0.95 -10.5   262    49.43     48.74    49.07    50.50    686  683  684  5.38    5.44  5.59    3690.68  3715.52  3823.56    3743.25  1.6  275   7.859373\n",
       "21       52   1.47  -9.7   272    48.94     48.38    48.50    49.95    684  682  683  5.57    5.60  5.76    3809.88  3819.20  3934.08    3854.39  1.8  265   8.072624\n",
       "22       57   3.18  -9.9   292    47.53     47.23    46.95    48.39    682  678  678  5.89    5.89  6.07    4016.98  3993.42  4115.46    4041.95  1.9  275   8.499592\n",
       "23       58   3.47 -10.1   296    47.40     47.02    47.54    47.64    682  677  674  5.95    6.06  6.10    4057.90  4102.62  4111.40    4090.64  1.5  268   8.615795\n",
       "24       60   4.43  -9.2   309    46.27     46.05    45.92    46.83    679  675  673  6.13    6.15  6.29    4162.27  4151.25  4233.17    4182.23  1.4  262   8.814133\n",
       "25       61   4.55  -9.4   310    46.30     45.74    46.36    46.81    678  673  672  6.12    6.25  6.32    4149.36  4206.25  4247.04    4200.88  1.9  265   8.825955\n",
       "26       63   5.45  -9.4   313    46.05     45.63    46.07    46.44    672  673  671  6.24    6.29  6.36    4193.28  4233.17  4267.56    4231.34  1.8  271   8.927324\n",
       "27       64   5.14  -8.5   320    45.36     45.18    45.19    45.70    673  670  667  6.30    6.33  6.43    4239.90  4241.10  4288.81    4256.60  0.9  264   8.993092\n",
       "28       65   5.60  -8.0   326    45.34     45.06    45.20    45.76    671  668  667  6.43    6.48  6.57    4314.53  4328.64  4382.19    4341.79  0.6  281   9.174611\n",
       "29       66   6.41  -8.0   331    44.53     44.19    44.19    45.22    669  665  664  6.44    6.48  6.64    4308.36  4309.20  4408.96    4342.17  1.2  276   9.166628\n",
       "30       67   6.74  -8.1   334    44.40     43.88    44.42    44.89    668  666  664  6.47    6.57  6.66    4321.96  4375.62  4422.24    4373.27  1.2  269   9.226371\n",
       "31       68   6.95  -7.5   334    44.50     43.98    44.46    45.06    667  664  664  6.50    6.60  6.69    4335.50  4382.40  4442.16    4386.69  0.9  275   9.261068\n",
       "32       71   8.58  -7.9   346    43.27     42.54    43.12    44.15    664  663  663  6.58    6.68  6.84    4369.12  4428.84  4534.92    4444.29  2.8  282   9.363346\n",
       "33       73   8.39  -8.0   352    43.13     42.61    42.99    43.81    664  663  664  6.70    6.77  6.89    4448.80  4488.51  4574.96    4504.09  2.0  278   9.500437\n",
       "34       74   8.28  -7.4   351    43.38     42.94    43.12    44.08    666  663  663  6.71    6.77  6.92    4468.86  4488.51  4587.96    4515.11  1.2  287   9.538129\n",
       "35       75   8.97  -7.2   353    42.98     42.78    42.84    43.34    664  662  660  6.76    6.79  6.89    4488.64  4494.98  4547.40    4510.34  1.3  281   9.567062\n",
       "36       76   8.95  -7.0   360    42.67     42.20    42.57    43.24    664  663  661  6.80    6.87  7.00    4515.20  4554.81  4627.00    4565.67  2.0  280   9.632616\n",
       "37       77   9.10  -6.7   361    42.50     42.12    42.54    42.85    664  661  660  6.81    6.91  6.97    4521.84  4567.51  4600.20    4563.18  2.0  276   9.638796\n",
       "38       78   8.89  -6.4   362    42.58     42.28    42.45    43.00    666  659  659  6.83    6.93  7.02    4548.78  4566.87  4626.18    4580.61  2.3  277   9.666952\n",
       "39       79   8.58  -6.4   364    42.58     41.97    42.58    43.19    662  662  662  6.85    6.95  7.05    4534.70  4600.90  4667.10    4600.90  2.3  277   9.672834\n",
       "40       80   8.68  -6.4   365    42.49     42.15    42.51    42.80    663  662  659  6.89    6.96  7.04    4568.07  4607.52  4639.36    4604.98  3.2  278   9.696061\n",
       "41       84   8.16  -5.7   372    42.19     41.79    41.96    42.80    663  661  661  6.95    7.00  7.14    4607.85  4627.00  4719.54    4651.46  1.7  282   9.780475\n",
       "42       87   8.64  -6.2   374    42.11     41.74    42.03    42.56    664  663  661  6.98    7.04  7.15    4634.72  4667.52  4726.15    4676.13  2.8  277   9.834537\n",
       "43       88   9.09  -5.8   374    41.95     41.43    41.79    42.62    663  663  663  6.95    7.01  7.15    4607.85  4647.63  4740.45    4665.31  3.6  264   9.806276\n",
       "44       90   9.81  -5.2   376    41.76     41.52    41.74    42.03    665  660  658  7.00    7.09  7.16    4655.00  4679.40  4711.28    4681.89  1.7  276   9.896071\n",
       "45       91   9.93  -5.4   376    41.59     41.02    41.54    42.19    661  659  660  6.96    7.07  7.17    4600.56  4659.13  4732.20    4663.96  2.6  268   9.820114\n",
       "46       92   9.93  -5.3   376    41.57     41.20    41.49    42.01    663  660  658  6.97    7.05  7.16    4621.11  4653.00  4711.28    4661.80  2.1  282   9.838550\n",
       "47       93  10.33  -5.4   374    41.66     41.48    41.34    42.17    661  656  658  7.01    7.04  7.16    4633.61  4618.24  4711.28    4654.38  1.7  270   9.854280\n",
       "48       94  10.31  -4.9   375    41.64     41.25    41.48    42.19    662  659  659  6.98    7.05  7.17    4620.76  4645.95  4725.03    4663.91  3.1  280   9.837433\n",
       "49       97  10.05  -5.0   374    41.62     41.23    41.51    42.11    663  660  660  6.94    7.02  7.12    4601.22  4633.20  4699.20    4644.54  2.2  278   9.801535\n",
       "50       99   9.74  -5.0   373    41.76     41.27    41.68    42.33    663  661  661  6.92    7.01  7.12    4587.96  4633.61  4706.32    4642.63  3.3  243   9.775180\n",
       "51      101   9.95  -4.7   370    42.16     41.99    41.98    42.52    663  661  661  6.99    7.01  7.10    4634.37  4633.61  4693.10    4653.69  2.7  270   9.831033\n",
       "52      105   9.64  -4.5   362    42.47     42.10    42.48    42.84    663  664  661  6.85    6.90  6.99    4541.55  4581.60  4620.39    4581.18  2.5  253   9.665021\n",
       "53      106  10.01  -4.7   358    42.45     42.15    42.52    42.70    663  664  660  6.79    6.84  6.91    4501.77  4541.76  4560.60    4534.71  2.2  268   9.595370\n",
       "54      113   9.35  -4.0   341    42.93     42.51    42.72    43.57    668  664  664  6.46    6.53  6.66    4315.28  4335.92  4422.24    4357.81  3.8  268   9.202731\n",
       "55      114   9.30  -4.0   339    43.24     42.91    43.04    43.77    667  664  665  6.49    6.54  6.64    4328.83  4342.56  4415.60    4362.33  2.2  258   9.223527\n",
       "56      115   8.93  -4.3   336    43.35     43.01    43.02    44.02    669  665  666  6.42    6.46  6.60    4294.98  4295.90  4395.60    4328.83  3.0  277   9.145245\n",
       "57      117   8.26  -3.5   330    44.17     43.63    44.10    44.78    667  668  670  6.40    6.46  6.54    4268.80  4315.28  4381.80    4321.96  4.2  277   9.101057\n",
       "58      119   7.68  -4.1   324    44.60     44.37    44.65    44.79    673  673  671  6.32    6.36  6.40    4253.36  4280.28  4294.40    4276.01  4.6  274   9.016137\n",
       "59      122   7.03  -3.9   316    44.70     44.22    44.58    45.30    673  674  673  6.13    6.17  6.28    4125.49  4158.58  4226.44    4170.17  5.9  288   8.799823\n",
       "60      123   6.76  -3.9   309    45.68     45.11    45.62    46.30    675  675  674  6.09    6.16  6.26    4110.75  4158.00  4219.24    4162.66  5.8  275   8.772716\n",
       "61      124   6.76  -3.7   300    46.51     46.45    46.24    46.85    676  674  674  6.08    6.07  6.15    4110.08  4091.18  4145.10    4115.45  3.1  283   8.686781\n",
       "62      125   6.78  -4.1   298    45.79     45.59    45.55    46.25    678  674  673  5.91    5.94  6.04    4006.98  4003.56  4064.92    4025.15  4.9  277   8.500605\n",
       "63      126   6.57  -3.7   290    46.17     45.41    46.02    47.08    675  677  674  5.75    5.81  5.97    3881.25  3933.37  4023.78    3946.13  3.9  271   8.305985\n",
       "64      127   6.50  -3.7   287    46.89     46.58    46.92    47.17    678  676  675  5.81    5.87  5.91    3939.18  3968.12  3989.25    3965.52  5.6  258   8.369689\n",
       "65      131   5.81  -3.5   274    47.84     47.46    47.88    48.19    679  679  675  5.63    5.68  5.75    3822.77  3856.72  3881.25    3853.58  5.0  281   8.129786\n",
       "66      133   5.56  -3.8   267    48.41     48.08    48.21    48.95    683  680  677  5.52    5.56  5.67    3770.16  3780.80  3838.59    3796.52  5.1  279   8.014507\n",
       "67      134   5.56  -3.8   267    48.41     48.08    48.21    48.95    683  680  677  5.52    5.56  5.67    3770.16  3780.80  3838.59    3796.52  5.1  279   8.014507\n",
       "68      136   5.78  -3.3   254    49.57     49.53    49.48    49.69    681  679  677  5.43    5.44  5.48    3697.83  3693.76  3709.96    3700.52  4.4  266   7.823631\n",
       "69      141   5.29  -3.3   236    50.68     50.11    50.16    51.77    683  681  679  5.08    5.10  5.28    3469.64  3473.10  3585.12    3509.29  3.8  267   7.408896\n",
       "70      145   4.83  -3.4   203    55.05     54.86    54.74    55.55    684  681  684  4.77    4.78  4.83    3262.68  3255.18  3303.72    3273.86  5.0  281   6.968055\n",
       "71      147   4.56  -3.2   195    55.86     55.41    55.69    56.49    683  682  683  4.63    4.66  4.72    3162.29  3178.12  3223.76    3188.06  3.3  278   6.769757\n",
       "72      149   4.53  -3.2   180    58.56     58.43    58.43    58.82    684  684  684  4.50    4.50  4.53    3078.00  3078.00  3098.52    3084.84  3.7  274   6.569853\n",
       "73      150   4.45  -3.2   177    58.71     58.47    58.26    59.40    685  681  682  4.42    4.43  4.51    3027.70  3016.83  3075.82    3040.12  2.8  280   6.476832\n",
       "74      156   2.70  -3.4   133    67.89     67.25    67.76    68.67    688  686  688  3.78    3.82  3.86    2600.64  2620.52  2655.68    2625.61  3.6  277   5.563533\n",
       "75      157   2.31  -3.4   126    69.74     69.21    69.49    70.52    690  689  688  3.67    3.69  3.75    2532.30  2542.41  2580.00    2551.57  4.7  259   5.403955\n",
       "76      158   1.85  -3.4   124    69.01     67.86    68.05    71.12    695  693  691  3.51    3.53  3.70    2439.45  2446.29  2556.70    2480.81  3.8  250   5.200860\n",
       "77      160   1.47  -3.4   100    79.25     79.21    78.75    79.80    695  693  698  3.30    3.29  3.31    2293.50  2279.97  2310.38    2294.62  3.8  275   4.828878\n",
       "78      164   1.91  -3.4    20   333.15    320.97   331.95   346.53    692  695  693  2.69    2.77  2.90    1861.48  1925.15  2009.70    1932.11  2.7  263   3.943036\n",
       "79      166   1.56  -3.4    16   378.57    375.77   377.26   382.67    691  691  690  2.52    2.53  2.57    1741.32  1748.23  1773.30    1754.28  2.5  243   3.581688\n",
       "80      169   0.74  -3.5    14   388.89    390.22   388.51   387.95    692  692  691  2.28    2.27  2.27    1577.76  1570.84  1568.57    1572.39  3.3  264   3.186497\n",
       "81      170   0.37  -3.5    12   431.22    436.58   425.85   431.22    690  692  691  2.19    2.13  2.16    1511.10  1473.96  1492.56    1492.54  2.4  282   2.981898\n",
       "82      171  -0.43  -3.6    11   420.39    411.56   407.80   441.79    689  690  692  1.89    1.87  2.02    1302.21  1290.30  1397.84    1330.12  3.1  279   2.570409\n",
       "83      172  -1.02  -3.8     9   478.22    481.31   478.65   474.71    687  687  689  1.81    1.80  1.78    1243.47  1236.60  1226.42    1235.50  2.8  285   2.373425\n",
       "84      173  -1.56  -3.9     8   517.01    510.99   517.75   522.27    689  690  692  1.70    1.72  1.73    1171.30  1186.80  1197.16    1185.09  2.9  271   2.239783\n",
       "85      174  -2.31  -4.0     7   544.62    553.69   541.79   538.37    688  686  686  1.61    1.58  1.57    1107.68  1083.88  1077.02    1089.53  2.0  266   2.049708\n",
       "86      175  -3.47  -4.0     6   550.05    509.76   540.56   599.83    691  689  683  1.26    1.34  1.50     870.66   923.26  1024.50     939.47  2.4  266   1.603676\n",
       "87      176  -4.77  -4.1     3   756.45    250.85  1006.33  1012.18    688  690  683  0.31    1.24  1.26     213.28   855.60   860.58     643.15  2.9  266   0.625154\n",
       "88      178  -6.41  -4.4     1   535.52    474.03   471.90   660.66    668  665  665  0.20    0.20  0.28     133.60   133.00   186.20     150.93  2.1  262   0.146529\n",
       "89      190   0.01   0.1     1     0.00      0.00     0.00     0.00      0    0    0  0.00    0.00  0.00       0.00     0.00     0.00       0.00  0.1    1   0.379993\n",
       "90      199  -6.10  -4.6    15   103.10     86.13    41.35   181.84    486  673  681  0.75    0.26  1.13     364.50   174.98   769.53     436.34  4.5  275   0.564661\n",
       "91      202  -5.46  -4.4    27    87.88    106.34    33.30   124.01    688  687  686  1.18    0.37  1.38     811.84   254.19   946.68     670.90  3.9  265   1.268156\n",
       "92      204  -4.52  -3.9    57    59.50     78.46    20.63    79.41    697  695  694  1.82    0.48  1.85    1268.54   333.60  1283.90     962.01  5.0  279   2.060997\n",
       "93      205  -3.83  -3.9    57    63.23     81.00    25.48    83.20    702  700  695  1.87    0.59  1.94    1312.74   413.00  1348.30    1024.68  4.8  273   2.195669\n",
       "94      206  -3.45  -3.7    60    50.02     62.16    25.01    62.89    694  689  693  1.53    0.62  1.55    1061.82   427.18  1074.15     854.38  4.2  274   1.768850\n",
       "95      208  -2.95  -3.5    62    52.29     65.44    34.59    56.83    697  695  693  1.66    0.88  1.45    1157.02   611.60  1004.85     924.49  5.1  281   1.978506\n",
       "96      214  -3.02  -2.9    75    40.30     36.57    39.34    44.98    692  701  697  1.13    1.20  1.38     781.96   841.20   961.86     861.67  4.3  280   1.483914\n",
       "97      215  -2.85  -2.9    81    41.25     39.52    40.54    43.69    697  699  701  1.31    1.34  1.44     913.07   936.66  1009.44     953.06  5.4  266   1.781252\n",
       "98      216  -2.48  -2.8    81    41.37     40.31    40.78    43.02    696  704  696  1.34    1.34  1.43     932.64   943.36   995.28     957.09  5.7  270   1.828330\n",
       "99      218  -2.21  -2.6    97    38.90     37.76    38.12    40.83    698  700  699  1.50    1.51  1.62    1047.00  1057.00  1132.38    1078.79  5.0  280   2.039710\n",
       "100     219  -2.02  -2.6   100    37.34     38.25    35.57    38.20    697  697  696  1.57    1.46  1.57    1094.29  1017.62  1092.72    1068.21  7.4  281   2.219471\n",
       "101     222  -1.77  -2.4   111    33.56     32.58    34.07    34.04    695  694  689  1.49    1.56  1.57    1035.55  1082.64  1081.73    1066.64  5.2  277   2.042072\n",
       "102     223  -1.62  -2.4   118    33.89     34.38    33.78    33.52    700  692  691  1.66    1.65  1.64    1162.00  1141.80  1133.24    1145.68  2.9  276   2.198234\n",
       "103     224  -1.52  -2.4   121    32.25     31.89    32.53    32.34    691  692  688  1.60    1.63  1.63    1105.60  1127.96  1121.44    1118.33  4.4  277   2.148645\n",
       "104     226  -1.29  -2.4   124    30.80     30.55    30.75    31.10    692  692  687  1.57    1.58  1.61    1086.44  1093.36  1106.07    1095.29  4.6  280   2.119600\n",
       "105     227  -1.27  -2.4   125    31.45     31.03    31.13    32.19    691  689  691  1.61    1.62  1.67    1112.51  1116.18  1153.97    1127.55  2.4  285   2.131764\n",
       "106     228  -1.21  -2.4   120    29.62     29.98    29.18    29.69    688  688  686  1.50    1.46  1.49    1032.00  1004.48  1022.14    1019.54  3.3  271   1.962652\n",
       "107     229  -1.16  -2.4   120    28.65     28.57    28.45    28.93    688  685  687  1.43    1.43  1.45     983.84   979.55   996.15     986.51  2.8  280   1.863617\n",
       "108     231  -1.10  -2.3   123    27.72     27.32    27.36    28.47    684  685  679  1.41    1.41  1.48     964.44   965.85  1004.92     978.40  2.5  281   1.834493\n",
       "109     232  -1.04  -2.3   128    27.56     26.97    27.41    28.30    688  685  684  1.44    1.47  1.52     990.72  1006.95  1039.68    1012.45  2.4  272   1.914725\n",
       "110     233  -0.96  -2.2   133    28.26     28.70    27.23    28.84    685  684  684  1.60    1.52  1.61    1096.00  1039.68  1101.24    1078.97  3.7  279   2.093452\n",
       "111     234  -0.75  -2.1   133    28.31     28.40    28.36    28.16    687  686  681  1.58    1.58  1.58    1085.46  1083.88  1075.98    1081.77  4.0  274   2.103890\n",
       "112     236  -0.83  -2.1   133    26.79     26.43    26.65    27.27    687  688  681  1.47    1.48  1.53    1009.89  1018.24  1041.93    1023.35  2.7  276   1.942338\n",
       "113     238  -0.87  -2.0   133    26.01     25.61    25.75    26.68    684  683  684  1.43    1.44  1.49     978.12   983.52  1019.16     993.60  2.4  299   1.839848\n",
       "114     239  -0.87  -2.1   135    26.40     26.22    26.46    26.50    687  684  685  1.48    1.50  1.50    1016.76  1026.00  1027.50    1023.42  3.8  274   1.963589\n",
       "115     240  -0.81  -2.0   138    26.42     25.92    26.34    27.00    685  687  686  1.50    1.52  1.56    1027.50  1044.24  1070.16    1047.30  3.0  293   1.959527\n",
       "116     245   0.22  -1.8   155    28.85     29.58    28.48    28.47    692  688  684  1.91    1.85  1.86    1321.72  1272.80  1272.24    1288.92  2.5  276   2.580648\n",
       "117     247   0.47  -1.9   154    26.80     26.25    26.90    27.25    686  687  684  1.70    1.74  1.77    1166.20  1195.38  1210.68    1190.75  3.6  276   2.342433\n",
       "118     248   0.51  -2.0   154    26.65     26.51    26.90    26.55    685  683  682  1.72    1.75  1.73    1178.20  1195.25  1179.86    1184.44  3.6  276   2.352521\n",
       "119     249   0.66  -2.0   158    26.78     26.47    27.15    26.73    686  688  685  1.76    1.80  1.78    1207.36  1238.40  1219.30    1221.69  3.7  274   2.435425\n",
       "120     253   0.93  -1.9   159    26.96     26.65    26.76    27.47    688  687  686  1.78    1.79  1.84    1224.64  1229.73  1262.24    1238.87  3.0  279   2.461010\n",
       "121     254   0.87  -1.9   159    26.52     26.06    26.02    27.48    684  683  686  1.75    1.75  1.84    1197.00  1195.25  1262.24    1218.16  4.3  286   2.435644\n",
       "122     257   1.26  -1.8   177    26.57     27.00    26.22    26.48    688  685  685  2.01    1.96  1.98    1382.88  1342.60  1356.30    1360.59  3.4  269   2.787519\n",
       "123     258   1.32  -1.8   177    26.43     26.21    25.98    27.11    685  686  684  1.96    1.94  2.03    1342.60  1330.84  1388.52    1353.99  4.3  268   2.772493\n",
       "124     259   1.49  -1.7   175    26.84     26.77    26.98    26.77    685  687  685  1.98    1.99  1.98    1356.30  1367.13  1356.30    1359.91  2.3  278   2.746148\n",
       "125     261   1.49  -1.7   161    24.87     24.36    25.20    25.05    684  683  683  1.66    1.72  1.71    1135.44  1174.76  1167.93    1159.38  2.7  288   2.286346\n",
       "126     262   1.18  -1.7   156    24.59     24.67    24.52    24.56    683  683  680  1.63    1.62  1.63    1113.29  1106.46  1108.40    1109.38  1.9  278   2.217032\n",
       "127     267   1.12  -1.7   164    23.57     23.22    23.33    24.16    684  683  682  1.61    1.62  1.68    1101.24  1106.46  1145.76    1117.82  3.6  279   2.218041\n",
       "128     269   1.12  -1.7   165    24.19     23.87    24.08    24.62    682  684  683  1.67    1.68  1.72    1138.94  1149.12  1174.76    1154.27  3.7  280   2.296776\n",
       "129     270   1.18  -1.7   166    24.12     23.79    24.18    24.40    684  683  681  1.67    1.70  1.72    1142.28  1161.10  1171.32    1158.23  3.3  281   2.297076\n",
       "130     273   1.41  -1.4   160    24.66     24.40    24.33    25.25    685  683  684  1.65    1.65  1.71    1130.25  1126.95  1169.64    1142.28  2.7  266   2.280330\n",
       "131     274   1.39  -1.5   162    24.43     24.00    24.03    25.27    682  683  681  1.65    1.65  1.74    1125.30  1126.95  1184.94    1145.73  4.3  269   2.308676\n",
       "132     275   1.39  -1.5   166    24.65     24.24    24.13    25.59    685  682  683  1.70    1.70  1.80    1164.50  1159.40  1229.40    1184.43  3.1  273   2.358523\n",
       "133     280   1.83  -1.2   179    26.88     27.01    26.61    27.02    687  687  684  2.04    2.01  2.05    1401.48  1380.87  1402.20    1394.85  3.6  277   2.842669\n",
       "134     281   2.06  -1.1   175    27.41     26.81    27.52    27.89    684  685  684  1.99    2.04  2.07    1361.16  1397.40  1415.88    1391.48  3.4  264   2.814184\n",
       "135     283   2.45  -1.1   196    30.87     33.37    29.92    29.31    691  687  684  2.75    2.48  2.44    1900.25  1703.76  1668.96    1757.66  2.7  267   3.753437\n",
       "136     285   3.47  -0.9   218    25.58     24.64    25.21    26.88    681  679  678  2.30    2.36  2.52    1566.30  1602.44  1708.56    1625.77  3.6  283   3.343475\n",
       "137     286   3.62  -0.9   238    24.43     23.67    23.81    25.80    682  683  681  2.41    2.42  2.63    1643.62  1652.86  1791.03    1695.84  2.8  273   3.499101\n",
       "138     287   3.93  -0.7   249    27.60     27.88    26.49    28.42    685  683  682  2.96    2.82  3.03    2027.60  1926.06  2066.46    2006.71  3.7  276   4.238051\n",
       "139     288   4.26  -0.8   233    26.31     26.13    25.95    26.83    682  680  677  2.61    2.60  2.70    1780.02  1768.00  1827.90    1791.97  2.4  275   3.755238\n",
       "140     290   4.29  -0.8   193    22.96     22.54    21.47    24.87    673  677  678  1.89    1.79  2.07    1271.97  1211.83  1403.46    1295.75  2.6  284   2.684299\n",
       "141     293   3.06  -0.7   167    23.76     23.43    23.71    24.16    678  678  675  1.68    1.70  1.74    1139.04  1152.60  1174.50    1155.38  2.6  283   2.327772\n",
       "142     294   2.74  -0.7   167    23.28     23.38    22.68    23.77    680  680  675  1.67    1.62  1.71    1135.60  1101.60  1154.25    1130.48  2.6  283   2.285001\n",
       "143     295   2.35  -0.9   159    23.18     22.79    23.38    23.35    679  679  674  1.55    1.59  1.60    1052.45  1079.61  1078.40    1070.15  3.0  272   2.139682\n",
       "144     296   2.04  -0.8   152    23.79     23.75    23.59    24.03    680  680  675  1.54    1.53  1.57    1047.20  1040.40  1059.75    1049.12  3.1  279   2.084515\n",
       "145     297   1.93  -0.7   151    23.66     23.21    24.11    23.65    682  681  677  1.49    1.55  1.53    1016.18  1055.55  1035.81    1035.85  2.3  273   2.040797\n",
       "146     299   1.80  -0.8   162    23.34     22.88    23.31    23.82    680  680  678  1.58    1.61  1.65    1074.40  1094.80  1118.70    1095.97  2.6  275   2.159404\n",
       "147     302   2.33  -0.4   164    27.14     28.87    26.60    25.95    684  681  679  2.01    1.86  1.82    1374.84  1266.66  1235.78    1292.43  2.9  275   2.678285\n",
       "148     303   2.41  -0.3   171    24.17     24.03    23.65    24.84    682  679  678  1.75    1.73  1.82    1193.50  1174.67  1233.96    1200.71  2.2  280   2.401445\n",
       "149     306   2.58  -0.1   199    27.50     30.38    27.36    24.76    689  685  682  2.55    2.31  2.10    1756.95  1582.35  1432.20    1590.50  2.8  281   3.379271\n",
       "150     309   9.58   0.7   457    36.65     35.47    36.49    37.98    668  666  657  7.23    7.46  7.87    4829.64  4968.36  5170.59    4989.53  2.9  274  10.344339\n",
       "151     311  13.10   0.8   419    38.48     38.68    38.40    38.37    658  655  652  7.43    7.41  7.44    4888.94  4853.55  4850.88    4864.46  2.9  278  10.319317\n",
       "152     314  15.41   1.3   348    40.89     40.77    40.76    41.13    652  648  650  6.62    6.66  6.70    4316.24  4315.68  4355.00    4328.97  1.7  267   9.272403\n",
       "153     316  15.64   1.1   238    57.53     58.03    58.03    56.52    650  644  644  6.47    6.53  6.36    4205.50  4205.32  4095.84    4168.89  1.6  255   9.031615\n",
       "154     317  15.68   1.1   283    39.53     45.49    39.28    33.84    649  646  648  6.04    5.24  4.50    3919.96  3385.04  2916.00    3407.00  2.7  272   7.797604\n",
       "155     318  15.43   1.1   255    49.76     45.04    52.19    52.03    652  651  648  5.36    6.22  6.23    3494.72  4049.22  4037.04    3860.33  2.1  258   8.223107\n",
       "156     319  14.76   0.9   230    37.19     40.25    44.04    27.27    655  650  652  4.29    4.73  2.92    2809.95  3074.50  1903.84    2596.10  2.5  272   5.952094\n",
       "157     321  13.81   1.0   300    44.90     44.61    44.83    45.27    656  655  653  6.17    6.21  6.29    4047.52  4067.55  4107.37    4074.15  2.9  276   8.726891\n",
       "158     322  13.83   1.0   299    44.33     44.03    44.04    44.91    655  653  653  6.08    6.10  6.22    3982.40  3983.30  4061.66    4009.12  2.7  284   8.597113\n",
       "159     323  13.95   1.3   284    44.18     45.80    43.37    43.37    656  654  654  6.00    5.70  5.70    3936.00  3727.80  3727.80    3797.20  3.9  251   8.225597\n",
       "160     325  12.37   1.0   220    55.13     57.52    59.50    48.38    661  662  651  5.76    5.95  4.92    3807.36  3938.90  3202.92    3649.73  3.0  272   7.997282\n",
       "161     328  12.95   1.5   279    45.93     45.68    45.77    46.33    658  656  654  5.84    5.87  5.96    3842.72  3850.72  3897.84    3863.76  2.8  249   8.258571\n",
       "162     330  12.33   1.6   242    35.41     28.87    41.48    35.90    663  648  660  3.17    4.66  3.96    2101.71  3019.68  2613.60    2578.33  3.1  277   5.470962\n",
       "163     331  11.89   1.3   248    48.98     48.85    48.80    49.29    664  661  658  5.48    5.50  5.58    3638.72  3635.50  3671.64    3648.62  2.8  276   7.832693\n",
       "164     333  12.12   1.5   225    49.17     51.89    46.21    49.41    661  658  654  5.31    4.75  5.11    3509.91  3125.50  3341.94    3325.78  2.0  279   7.257299\n",
       "165     334  12.10   1.3   207    51.21     53.86    51.94    47.83    661  661  657  5.07    4.89  4.53    3351.27  3232.29  2976.21    3186.59  3.1  274   7.021068\n",
       "166     335  11.06   1.1   190    52.85     46.61    56.95    54.99    663  664  656  4.00    4.88  4.77    2652.00  3240.32  3129.12    3007.15  3.2  262   6.415328\n",
       "167     338   9.89   1.0   195    55.64     55.33    54.97    56.63    669  666  668  4.81    4.80  4.93    3217.89  3196.80  3293.24    3235.98  3.9  274   6.937479\n",
       "168     339   9.95   1.3   184    57.43     57.12    57.20    57.97    667  668  667  4.70    4.70  4.77    3134.90  3139.60  3181.59    3152.03  2.9  278   6.765234\n",
       "169     341   9.24   1.1   166    58.76     58.55    59.69    58.03    671  670  665  4.31    4.40  4.31    2892.01  2948.00  2866.15    2902.05  3.4  280   6.254971\n",
       "170     346   7.91   1.0   127    67.94     66.60    68.71    68.51    677  673  671  3.70    3.84  3.84    2504.90  2584.32  2576.64    2555.29  2.9  272   5.435166\n",
       "171     348   7.43   1.0   115    71.06     70.10    70.59    72.50    679  678  679  3.51    3.54  3.63    2383.29  2400.12  2464.77    2416.06  3.9  273   5.138195\n",
       "172     352   6.95   0.8    23   301.27    301.64   297.64   304.53    678  678  680  3.02    2.98  3.04    2047.56  2020.44  2067.20    2045.07  2.2  273   4.286982\n",
       "173     353   6.87   0.8    22   310.21    308.58   307.53   314.51    679  679  676  2.95    2.94  3.02    2003.05  1996.26  2041.52    2013.61  2.0  262   4.202430\n",
       "174     354   6.74   0.8    22   307.23    303.94   306.03   311.73    680  680  681  2.90    2.92  2.97    1972.00  1985.60  2022.57    1993.39  2.1  271   4.148989\n",
       "175     357   6.07   0.6    21   292.67    294.71   289.45   293.85    682  680  680  2.67    2.63  2.67    1820.94  1788.40  1815.60    1808.31  2.3  270   3.754172\n",
       "176     360   4.62   0.3    16   324.56    322.79   324.72   326.17    681  682  682  2.22    2.23  2.24    1511.82  1520.86  1527.68    1520.12  2.9  276   3.060923\n",
       "177     361   4.05   0.1    14   349.62    352.35   346.32   350.17    683  681  682  2.11    2.08  2.10    1441.13  1416.48  1432.20    1429.94  3.4  270   2.876168\n",
       "178     364   0.31  -0.2     5   668.66    584.34   715.79   705.84    685  679  674  1.23    1.52  1.51     842.55  1032.08  1017.74     964.12  1.8  265   1.634785\n",
       "179     365  -0.95  -0.3     4   460.99    176.05   360.61   846.32    674  668  675  0.30    0.62  1.44     202.20   414.16   972.00     529.45  1.8  275   0.504410\n",
       "180     379   0.01   0.1     1     0.00      0.00     0.00     0.00      0    0    0  0.00    0.00  0.00       0.00     0.00     0.00       0.00  0.1    1   0.379993\n",
       "181     386 -16.45 -13.8     6   137.14    174.27    71.09   166.05    509  684  679  0.56    0.17  0.40     285.04   116.28   271.60     224.31  0.0  242   0.283302\n",
       "182     389 -15.17 -12.9    15   170.65    191.94    32.30   287.71    502  698  716  1.57    0.19  1.65     788.14   132.62  1181.40     700.72  0.0  257   1.157371\n",
       "183     390 -14.66 -12.7    22   144.36    205.38    23.27   204.43    708  702  717  1.75    0.20  1.72    1239.00   140.40  1233.24     870.88  0.0  265   1.888242\n",
       "184     391 -13.37 -12.5    30   115.42    162.98    17.16   166.10    720  709  711  1.87    0.20  1.93    1346.40   141.80  1372.23     953.48  0.0  266   2.093261\n",
       "185     393 -11.35 -12.2    47    81.42    113.99    14.73   115.52    721  711  710  2.06    0.27  2.12    1485.26   191.97  1505.20    1060.81  0.0  279   2.364728\n",
       "186     395  -9.87 -12.0    61    72.44     98.02    12.95   106.34    718  710  720  2.32    0.31  2.51    1665.76   220.10  1807.20    1231.02  0.7  281   2.687924\n",
       "187     396  -8.93 -12.2    66    92.34     95.37    81.68    99.98    718  714  712  2.45    2.11  2.59    1759.10  1506.54  1844.08    1703.24  1.1  278   3.448184\n",
       "188     399  -6.29 -10.9    82    87.79     85.49    86.72    91.15    711  706  712  2.78    2.84  2.96    1976.58  2005.04  2107.52    2029.71  0.6  280   4.122087\n",
       "189     400  -4.48 -10.7    87    86.93     85.82    86.96    88.02    706  706  703  3.00    3.04  3.09    2118.00  2146.24  2172.27    2145.50  0.0  274   4.476084\n",
       "190     401  -3.35 -10.2    95    82.26     81.21    81.24    84.33    711  709  702  3.09    3.10  3.25    2196.99  2197.90  2281.50    2225.46  0.0  277   4.677102\n",
       "191     402  -2.52 -10.0   101    79.43     77.32    78.95    82.02    708  705  702  3.15    3.23  3.37    2230.20  2277.15  2365.74    2291.03  0.6  275   4.809004\n",
       "192     404  -0.87  -9.2   117    73.95     72.91    73.01    75.93    702  697  701  3.49    3.52  3.64    2449.98  2453.44  2551.64    2485.02  1.0  276   5.287251\n",
       "193     405  -0.64  -8.9   122    72.44     71.17    72.15    74.02    701  697  694  3.56    3.63  3.74    2495.56  2530.11  2595.56    2540.41  0.6  278   5.404744\n",
       "194     409   1.16  -7.4   145    65.79     64.75    65.39    67.23    691  689  686  3.93    3.98  4.11    2715.63  2742.22  2819.46    2759.10  0.0  279   5.899156\n",
       "195     411   2.14  -7.2   155    64.12     63.17    63.47    65.73    688  683  686  4.13    4.18  4.31    2841.44  2854.94  2956.66    2884.35  0.0  276   6.181798\n",
       "196     412   2.08  -7.1   159    63.04     62.69    62.42    64.01    687  684  682  4.21    4.21  4.33    2892.27  2879.64  2953.06    2908.32  0.0  264   6.243951\n",
       "197     413   1.83  -6.9   164    63.30     63.25    62.73    63.93    685  684  683  4.39    4.36  4.45    3007.15  2982.24  3039.35    3009.58  0.0  281   6.466506\n",
       "198     414   2.01  -6.7   177    60.24     59.19    59.69    61.86    686  681  683  4.43    4.50  4.65    3038.98  3064.50  3175.95    3093.14  0.7  265   6.562596\n",
       "199     422   4.16  -4.0   222    53.58     52.77    53.08    54.89    678  674  677  5.05    5.11  5.26    3423.90  3444.14  3561.02    3476.35  1.3  283   7.336673\n",
       "200     423   4.26  -3.9   227    52.86     52.00    52.20    54.37    678  674  677  5.09    5.14  5.33    3451.02  3464.36  3608.41    3507.93  1.1  289   7.395291\n",
       "201     424   4.78  -3.7   230    53.46     52.78    53.51    54.09    676  670  676  5.26    5.38  5.39    3555.76  3604.60  3643.64    3601.33  1.0  267   7.610950\n",
       "202     425   5.01  -3.0   240    52.01     51.62    51.43    52.98    675  670  674  5.38    5.40  5.53    3631.50  3618.00  3727.22    3658.91  0.7  274   7.719875\n",
       "203     426   5.14  -2.8   248    50.99     50.56    50.74    51.67    676  671  671  5.44    5.50  5.60    3677.44  3690.50  3757.60    3708.51  1.8  284   7.818196\n",
       "204     427   5.14  -2.7   248    51.62     51.26    51.30    52.30    673  671  672  5.54    5.56  5.66    3728.42  3730.76  3803.52    3754.23  1.8  284   7.909751\n",
       "205     429   5.83  -2.6   261    49.99     49.63    49.45    50.89    674  668  672  5.65    5.68  5.81    3808.10  3794.24  3904.32    3835.55  2.1  286   8.080550\n",
       "206     433   6.51  -2.6   278    48.58     48.46    48.04    49.25    674  667  668  5.89    5.90  6.04    3969.86  3935.30  4034.72    3979.96  2.0  287   8.401158\n",
       "207     434   6.51  -2.5   281    48.39     48.12    47.93    49.13    672  667  668  5.93    5.95  6.09    3984.96  3968.65  4068.12    4007.24  1.5  278   8.446222\n",
       "208     435   6.70  -2.6   286    47.76     47.42    47.46    48.40    671  666  667  5.96    6.01  6.12    3999.16  4002.66  4082.04    4027.95  2.8  282   8.483728\n",
       "209     436   6.45  -2.4   286    48.35     47.84    47.97    49.23    673  667  668  5.99    6.06  6.21    4031.27  4042.02  4148.28    4073.86  3.0  285   8.553398\n",
       "210     438   6.62  -2.2   302    46.74     46.43    46.16    47.64    671  665  669  6.16    6.18  6.34    4133.36  4109.70  4241.46    4161.51  3.4  287   8.731875\n",
       "211     440   6.62  -1.7   307    46.50     46.11    46.28    47.10    673  667  666  6.20    6.28  6.40    4172.60  4188.76  4262.40    4207.92  3.0  288   8.820485\n",
       "212     446   7.07  -1.3   328    44.97     44.56    44.63    45.73    668  664  666  6.46    6.51  6.65    4315.28  4322.64  4428.90    4355.61  1.8  270   9.114595\n",
       "213     447   6.66  -1.1   329    45.34     45.31    44.97    45.73    670  662  666  6.56    6.59  6.66    4395.20  4362.58  4435.56    4397.78  1.2  336   9.226962\n",
       "214     450   7.60  -0.7   340    44.03     43.64    43.84    44.62    665  662  661  6.60    6.66  6.79    4389.00  4408.92  4488.19    4428.70  2.0  277   9.270611\n",
       "215     452   7.53  -0.3   348    43.76     43.62    43.48    44.19    667  659  661  6.73    6.79  6.88    4488.91  4474.61  4547.68    4503.73  1.0  287   9.446662\n",
       "216     454   6.91  -0.5   352    43.77     43.54    43.60    44.17    669  664  664  6.76    6.82  6.91    4522.44  4528.48  4588.24    4546.39  2.6  328   9.491427\n",
       "217     455   6.85  -0.5   356    43.58     43.25    43.43    44.07    668  664  665  6.80    6.87  6.96    4542.40  4561.68  4628.40    4577.49  3.0  285   9.552941\n",
       "218     456   6.93  -0.5   358    43.37     43.12    42.99    44.00    668  663  666  6.82    6.85  6.98    4555.76  4541.55  4648.68    4582.00  3.9  312   9.564394\n",
       "219     460   7.76   0.2   363    42.65     42.46    42.57    42.93    665  661  658  6.86    6.92  7.01    4561.90  4574.12  4612.58    4582.87  1.7  273   9.598276\n",
       "220     462   8.39   0.5   365    42.49     42.19    42.24    43.03    663  658  660  6.89    6.95  7.06    4568.07  4573.10  4659.60    4600.26  1.3  296   9.626132\n",
       "221     463   8.91   0.5   365    42.28     41.74    42.28    42.82    660  659  658  6.86    6.96  7.06    4527.60  4586.64  4645.48    4586.57  2.9  274   9.596905\n",
       "222     466   8.43   0.6   370    42.07     42.04    41.66    42.50    664  658  659  6.95    6.95  7.08    4614.80  4573.10  4665.72    4617.87  2.0  297   9.680810\n",
       "223     467   8.08   0.5   369    42.29     42.08    42.06    42.74    663  658  660  6.94    6.99  7.08    4601.22  4599.42  4672.80    4624.48  3.0  286   9.674793\n",
       "224     469   8.12   0.6   367    42.42     42.25    42.35    42.66    665  658  660  6.91    7.00  7.03    4595.15  4606.00  4639.80    4613.65  2.0  285   9.663498\n",
       "225     476   9.29   1.5   369    41.78     41.53    41.45    42.35    659  653  656  6.92    6.97  7.09    4560.28  4551.41  4651.04    4587.58  2.8  290   9.608355\n",
       "226     479  10.10   2.3   365    41.71     41.80    41.42    41.91    659  654  655  6.91    6.90  6.97    4553.69  4512.60  4565.35    4543.88  2.0  300   9.563027\n",
       "227     480   9.83   2.1   364    41.92     41.59    41.88    42.31    658  654  655  6.86    6.95  7.01    4513.88  4545.30  4591.55    4550.24  1.6  296   9.537034\n",
       "228     485   9.72   2.4   353    42.75     42.53    42.58    43.15    659  655  656  6.79    6.84  6.92    4474.61  4480.20  4539.52    4498.11  1.3  283   9.436872\n",
       "229     488  10.20   2.4   346    42.74     42.49    42.67    43.05    659  655  655  6.66    6.73  6.79    4388.94  4408.15  4447.45    4414.85  2.5  293   9.278017\n",
       "230     490  10.35   2.6   343    42.81     42.45    42.96    43.02    660  655  655  6.59    6.72  6.73    4349.40  4401.60  4408.15    4386.38  2.1  276   9.218868\n",
       "231     491  10.37   2.6   340    42.93     42.63    42.82    43.34    659  656  656  6.57    6.63  6.71    4329.63  4349.28  4401.76    4360.22  1.8  264   9.161994\n",
       "232     494   9.64   2.6   329    43.52     43.29    43.23    44.03    661  657  657  6.42    6.45  6.57    4243.62  4237.65  4316.49    4265.92  2.3  285   8.951435\n",
       "233     495   9.91   2.6   325    43.74     43.57    43.45    44.19    661  657  657  6.39    6.41  6.52    4223.79  4211.37  4283.64    4239.60  2.2  351   8.911026\n",
       "234     497   9.85   2.6   319    43.90     43.22    43.72    44.76    661  656  658  6.22    6.34  6.47    4111.42  4159.04  4257.26    4175.91  1.8  283   8.740558\n",
       "235     498   9.76   2.6   311    44.54     44.27    44.43    44.92    662  657  660  6.20    6.27  6.31    4104.40  4119.39  4164.60    4129.46  3.1  283   8.687701\n",
       "236     500   8.99   2.3   307    45.09     44.81    45.05    45.41    665  660  662  6.15    6.23  6.26    4089.75  4111.80  4144.12    4115.22  2.9  296   8.648090\n",
       "237     502   8.37   2.3   302    45.42     45.28    44.80    46.18    665  660  664  6.10    6.08  6.23    4056.50  4012.80  4136.72    4068.67  2.4  303   8.522741\n",
       "238     503   8.31   2.2   300    45.58     45.36    45.16    46.21    666  663  662  6.06    6.06  6.21    4035.96  4017.78  4111.02    4054.92  1.8  278   8.491842\n",
       "239     504   8.01   2.5   293    46.07     45.80    45.67    46.75    667  664  662  5.96    5.97  6.13    3975.32  3964.08  4058.06    3999.15  2.7  282   8.361669\n",
       "240     505   7.85   2.3   285    46.73     46.48    46.51    47.21    667  664  664  5.88    5.91  6.00    3921.96  3924.24  3984.00    3943.40  3.7  324   8.285001\n",
       "241     506   7.68   2.0   278    47.36     47.50    46.82    47.78    669  664  665  5.84    5.80  5.91    3906.96  3851.20  3930.15    3896.10  2.5  355   8.204380\n",
       "242     508   7.81   2.3   277    46.95     46.68    46.40    47.77    668  664  664  5.73    5.73  5.90    3827.64  3804.72  3917.60    3849.99  3.2  312   8.074788\n",
       "243     509   7.76   2.2   266    48.15     47.57    48.40    48.47    670  665  666  5.59    5.73  5.73    3745.30  3810.45  3816.18    3790.64  3.3  285   7.953761\n",
       "244     510   7.91   2.3   260    48.21     48.28    47.89    48.45    671  662  665  5.54    5.57  5.61    3717.34  3687.34  3730.65    3711.78  1.5  269   7.807098\n",
       "245     511   7.91   2.3   260    48.21     48.28    47.89    48.45    671  662  665  5.54    5.57  5.61    3717.34  3687.34  3730.65    3711.78  1.5  269   7.807098\n",
       "246     512   0.48  77.2   260    33.78     49.48    49.83     2.04    554  563   23  6.70    6.64  6.67    3711.80  3738.32   153.41    2534.51  3.8  257   7.807098\n",
       "247     513   7.97   2.3   246    49.72     49.60    49.56    50.01    668  665  665  5.41    5.43  5.48    3613.88  3610.95  3644.20    3623.01  1.5  306   7.640786\n",
       "248     515   8.37   2.5   241    49.85     49.45    49.67    50.42    667  665  665  5.30    5.34  5.42    3535.10  3551.10  3604.30    3563.50  2.5  278   7.496528\n",
       "249     517   8.47   2.6   227    50.89     50.48    50.57    51.63    668  664  665  5.09    5.13  5.23    3400.12  3406.32  3477.95    3428.13  2.4  323   7.249447\n",
       "...     ...    ...   ...   ...      ...       ...      ...      ...    ...  ...  ...   ...     ...   ...        ...      ...      ...        ...  ...  ...        ...\n",
       "8750  17394  11.62   9.3   243    15.94     15.51    15.57    16.74    650  645  646  1.74    1.76  1.89    1131.00  1135.20  1220.94    1162.38  4.5  327   2.324591\n",
       "8751  17396  11.83   9.4   189    19.17     19.33    18.78    19.41    653  650  648  1.68    1.64  1.70    1097.04  1066.00  1101.60    1088.21  1.8  330   2.289294\n",
       "8752  17400  10.97   9.3   204    17.21     16.82    16.68    18.12    650  649  651  1.58    1.57  1.70    1027.00  1018.93  1106.70    1050.88  1.5    1   2.408096\n",
       "8753  17401  11.29   9.3   234    17.06     16.20    17.05    17.94    653  650  652  1.74    1.84  1.93    1136.22  1196.00  1258.36    1196.86  3.2  341   2.162543\n",
       "8754  17403  11.29   9.1   194    19.42     20.44    18.45    19.37    653  654  651  1.82    1.64  1.73    1188.46  1072.56  1126.23    1129.08  6.1   31   2.375641\n",
       "8755  17404  11.08   9.1   165    18.72     19.95    16.16    20.06    653  644  648  1.51    1.24  1.53     986.03   798.56   991.44     925.34  3.0  349   1.893522\n",
       "8756  17409  10.28   8.9   158    17.04     17.72    16.43    16.98    648  646  641  1.29    1.20  1.25     835.92   775.20   801.25     804.12  2.1   32   1.953715\n",
       "8757  17411  10.24   8.8   138    20.30     20.97    19.94    19.97    645  647  643  1.34    1.27  1.28     864.30   821.69   823.04     836.34  4.7   17   1.795597\n",
       "8758  17412  10.12   9.0   133    18.76     19.91    18.28    18.08    648  648  641  1.22    1.12  1.12     790.56   725.76   717.92     744.75  1.0   61   1.931058\n",
       "8759  17416   9.49   8.6   116    20.75     21.42    20.54    20.29    649  645  643  1.14    1.10  1.09     739.86   709.50   700.87     716.74  1.3    6   1.819685\n",
       "8760  17417   8.89   8.3   103    17.14     16.78    17.51    17.14    642  638  632  0.80    0.84  0.83     513.60   535.92   524.56     524.69  5.4  355   0.903336\n",
       "8761  17418   8.87   8.2   107    17.02     16.68    17.08    17.29    639  639  632  0.83    0.85  0.87     530.37   543.15   549.84     541.12  3.6   24   1.240460\n",
       "8762  17422   8.12   7.6    98    19.78     19.10    19.39    20.84    645  640  644  0.86    0.88  0.94     554.70   563.20   605.36     574.42  2.0    1   1.168572\n",
       "8763  17424   7.93   7.5   120    17.68     16.59    17.24    19.21    648  645  644  0.91    0.95  1.06     589.68   612.75   682.64     628.36  6.6   58   1.165750\n",
       "8764  17425   7.95   7.6   144    15.25     14.84    14.43    16.48    646  648  645  0.98    0.95  1.09     633.08   615.60   703.05     650.58  3.1   62   1.458536\n",
       "8765  17426   8.05   7.6   167    16.51     16.94    16.76    15.81    655  653  652  1.28    1.27  1.20     838.40   829.31   782.40     816.70  4.4   59   1.744210\n",
       "8766  17427   8.14   7.3   200    16.20     15.58    15.56    17.46    655  659  655  1.41    1.40  1.58     923.55   922.60  1034.90     960.35  4.3   39   1.969624\n",
       "8767  17428   8.10   7.3   205    16.44     15.97    16.27    17.09    660  659  657  1.47    1.50  1.58     970.20   988.50  1038.06     998.92  5.0   57   2.025528\n",
       "8768  17429   8.28   7.5   218    16.63     16.18    16.54    17.18    658  660  657  1.59    1.62  1.69    1046.22  1069.20  1110.33    1075.25  4.1   10   2.205105\n",
       "8769  17431   8.49   7.4   225    17.25     17.40    16.46    17.89    664  654  660  1.75    1.68  1.81    1162.00  1098.72  1194.60    1151.77  5.1    0   2.345402\n",
       "8770  17432   8.51   7.3   249    16.29     15.81    15.80    17.26    660  656  661  1.77    1.78  1.93    1168.20  1167.68  1275.73    1203.87  5.1  359   2.314557\n",
       "8771  17433   8.97   7.4   215    18.12     18.30    17.55    18.50    657  656  657  1.78    1.71  1.80    1169.46  1121.76  1182.60    1157.94  5.2   29   2.401691\n",
       "8772  17439   7.31   6.6   111    21.66     27.32    19.13    18.54    659  647  640  1.36    0.97  0.95     896.24   627.59   608.00     710.61  4.0   49   1.747502\n",
       "8773  17440   6.78   6.1   101    19.38     18.46    18.40    21.28    647  645  647  0.85    0.85  0.98     549.95   548.25   634.06     577.42  8.3   39   1.036821\n",
       "8774  17441   6.56   6.3   113    19.19     19.61    17.90    20.07    653  648  649  1.00    0.92  1.03     653.00   596.16   668.47     639.21  3.6    6   1.410063\n",
       "8775  17443   6.43   6.2    89    22.17     23.13    19.52    23.86    652  648  645  0.93    0.79  0.97     606.36   511.92   625.65     581.31  4.4   43   1.173914\n",
       "8776  17444   6.01   5.9    84    21.33     19.03    22.10    22.86    644  650  642  0.73    0.84  0.88     470.12   546.00   564.96     527.03  1.6   22   1.259477\n",
       "8777  17445   5.95   5.9    94    18.96     17.81    18.11    20.96    648  642  651  0.76    0.78  0.89     492.48   500.76   579.39     524.21  3.3   20   1.150328\n",
       "8778  17446   5.79   5.8    87    20.91     20.05    21.66    21.03    649  644  648  0.79    0.86  0.83     512.71   553.84   537.84     534.80  5.7   52   1.029521\n",
       "8779  17447   5.70   5.7    85    22.18     24.95    20.17    21.43    649  646  645  0.96    0.78  0.83     623.04   503.88   535.35     554.09  2.6  344   1.006000\n",
       "8780  17449   5.56   5.5    96    20.65     20.61    20.95    20.39    653  649  646  0.89    0.91  0.89     581.17   590.59   574.94     582.23  3.4   19   1.293637\n",
       "8781  17450   5.56   5.4    96    21.83     22.20    22.07    21.21    652  655  650  0.96    0.95  0.92     625.92   622.25   598.00     615.39  3.4   19   1.372353\n",
       "8782  17453   5.33   5.4    59    24.32     23.17    26.98    22.81    647  640  637  0.62    0.73  0.62     401.14   467.20   394.94     421.09  4.7  344   0.658297\n",
       "8783  17455   5.06   5.3    52    22.58     22.39    21.66    23.70    644  635  634  0.53    0.52  0.57     341.32   330.20   361.38     344.30  4.5   21   0.726618\n",
       "8784  17456   5.01   5.4    61    22.42     22.65    22.16    22.44    643  639  637  0.63    0.62  0.63     405.09   396.18   401.31     400.86  2.3  308   0.711906\n",
       "8785  17458   4.89   5.3    43    24.80     25.40    24.34    24.66    640  639  634  0.50    0.48  0.49     320.00   306.72   310.66     312.46  3.4   21   0.762975\n",
       "8786  17459   4.87   5.3    53    20.30     20.07    19.94    20.90    636  632  624  0.49    0.49  0.52     311.64   309.68   324.48     315.27  4.3   54   0.690172\n",
       "8787  17461   4.82   5.3    49    23.52     23.11    23.59    23.85    638  639  634  0.52    0.53  0.54     331.76   338.67   342.36     337.60  3.3  350   0.496503\n",
       "8788  17462   4.81   5.2    50    22.62     21.45    24.75    21.68    641  636  635  0.49    0.57  0.50     314.09   362.52   317.50     331.37  4.1  312   0.595899\n",
       "8789  17466   4.59   5.1    48    22.36     22.63    23.09    21.35    636  636  625  0.50    0.51  0.48     318.00   324.36   300.00     314.12  2.0   36   0.875245\n",
       "8790  17473   4.76   5.2    44    23.67     23.84    23.73    23.43    640  637  629  0.48    0.48  0.48     307.20   305.76   301.92     304.96  2.0  114   0.808056\n",
       "8791  17474   4.76   5.3    38    26.12     26.12    26.77    25.47    632  634  630  0.46    0.47  0.45     290.72   297.98   283.50     290.73  2.0  299   0.531230\n",
       "8792  17476   4.74   5.3    39    21.17     20.73    19.79    22.98    623  628  625  0.38    0.36  0.42     236.74   226.08   262.50     241.77  3.8   78   0.574426\n",
       "8793  17477   4.74   5.3    43    21.22     20.45    21.21    22.01    628  636  630  0.41    0.42  0.44     257.48   267.12   277.20     267.27  2.0  344   0.409709\n",
       "8794  17478   4.80   5.3    45    21.18     20.62    20.96    21.95    632  628  629  0.43    0.44  0.46     271.76   276.32   289.34     279.14  4.2   39   0.619248\n",
       "8795  17479   4.87   5.3    45    23.55     24.04    22.67    23.93    634  636  631  0.50    0.47  0.50     317.00   298.92   315.50     310.47  2.7  223   0.672596\n",
       "8796  17480   4.91   5.3    56    17.80     16.87    17.03    19.52    629  635  628  0.44    0.44  0.51     276.76   279.40   320.28     292.15  5.2   53   0.571319\n",
       "8797  17481   4.91   5.3    43    23.96     22.03    25.12    24.72    631  633  623  0.44    0.50  0.50     277.64   316.50   311.50     301.88  4.3   15   0.634278\n",
       "8798  17484   5.01   5.4    36    26.18     25.96    26.35    26.23    637  632  629  0.43    0.44  0.44     273.91   278.08   276.76     276.25  4.7   16   0.576760\n",
       "8799  17490   4.66   5.2    39    23.23     25.18    20.38    24.12    639  629  626  0.45    0.37  0.44     287.55   232.73   275.44     265.24  2.6  341   0.417261\n",
       "8800  17491   4.68   5.2    40    20.91     21.65    20.98    20.08    634  630  619  0.40    0.39  0.38     253.60   245.70   235.22     244.84  6.6    3   0.369732\n",
       "8801  17492   4.70   5.3    34    24.73     22.93    26.16    25.11    634  620  625  0.36    0.42  0.40     228.24   260.40   250.00     246.21  7.1   12   0.318806\n",
       "8802  17496   4.51   5.1    21    32.05     30.46    33.19    32.50    624  618  624  0.30    0.33  0.32     187.20   203.94   199.68     196.94  6.9  357   0.254970\n",
       "8803  17500   4.22   5.0    15    32.83     30.61    34.72    33.17    610  609  606  0.22    0.25  0.24     134.20   152.25   145.44     143.96  2.9    0   0.460322\n",
       "8804  17503   4.20   5.1     9    38.79     35.94    39.23    41.19    591  607  602  0.16    0.17  0.18      94.56   103.19   108.36     102.04  3.2  302   0.114635\n",
       "8805  17504   4.22   5.1     9    39.85     35.82    41.19    42.54    589  602  589  0.16    0.18  0.19      94.24   108.36   111.91     104.84  3.2   20   0.355731\n",
       "8806  17506   4.28   5.1    10    35.53     35.29    37.06    34.25    607  602  589  0.17    0.18  0.17     103.19   108.36   100.13     103.89  1.6   59   0.482882\n",
       "8807  17507   4.30   5.1    11    33.54     31.45    35.38    33.80    595  599  604  0.17    0.19  0.18     101.15   113.81   108.72     107.89  4.0   39   0.304062\n",
       "8808  17508   4.37   5.1    14    27.83     26.60    27.80    29.11    605  599  596  0.18    0.19  0.20     108.90   113.81   119.20     113.97  3.8   10   0.335742\n",
       "8809  17509   4.39   5.1    12    33.44     33.90    35.84    30.56    595  599  596  0.20    0.21  0.18     119.00   125.79   107.28     117.36  4.0   32   0.336090\n",
       "8810  17512   4.41   5.1    13    28.54     28.59    28.83    28.21    604  609  596  0.18    0.18  0.18     108.72   109.62   107.28     108.54  4.2   17   0.300505\n",
       "8811  17514   4.45   5.2    16    29.88     27.19    31.74    30.71    606  619  599  0.21    0.24  0.24     127.26   148.56   143.76     139.86  2.6   22   0.474441\n",
       "8812  17515   4.47   5.2    21    23.06     20.71    23.95    24.54    606  613  603  0.21    0.24  0.25     127.26   147.12   150.75     141.71  4.1    3   0.350594\n",
       "8813  17517   4.56   5.3    18    29.61     27.16    28.95    32.74    622  610  616  0.23    0.25  0.28     143.06   152.50   172.48     156.01  3.6   44   0.414627\n",
       "8814  17518   4.60   5.3    15    30.33     27.70    33.07    30.21    608  605  603  0.20    0.24  0.22     121.60   145.20   132.66     133.15  2.3    6   0.498927\n",
       "8815  17519   4.55   5.3    11    32.87     31.47    31.74    35.41    596  601  600  0.17    0.17  0.19     101.32   102.17   114.00     105.83  4.0  347   0.091987\n",
       "8816  17520   4.51   5.3     9    36.67     33.66    36.09    40.26    591  594  589  0.15    0.16  0.18      88.65    95.04   106.02      96.57  2.0  322   0.146810\n",
       "8817  17522   4.39   5.2     7    44.12     43.59    43.30    45.48    595  591  582  0.15    0.15  0.16      89.25    88.65    93.12      90.34  5.3    5   0.145059\n",
       "8818  17524   4.41   5.3    12    30.11     27.26    31.08    31.99    598  606  591  0.16    0.18  0.19      95.68   109.08   112.29     105.68  3.7  348   0.084447\n",
       "8819  17530   4.55   5.3    14    18.29     26.71    28.15     0.00    608  607  706  0.18    0.19  0.00     109.44   115.33     0.00      74.92  5.8    0   0.150431\n",
       "8820  17533   4.57   5.3    12    27.73     26.05    27.15    29.98    610  596  585  0.15    0.16  0.18      91.50    95.36   105.30      97.39  2.1    0   0.460569\n",
       "8821  17534   4.60   5.3    10    29.80     30.59    22.10    36.71    597  588  597  0.15    0.11  0.18      89.55    64.68   107.46      87.23  2.8  294   0.152285\n",
       "8822  17535   4.60   5.4     6    44.77     47.19    43.97    43.15    592  594  583  0.14    0.13  0.13      82.88    77.22    75.79      78.63  5.7  353   0.047587\n",
       "8823  17538   4.66   5.5    15    23.42     22.68    24.63    22.96    586  601  593  0.17    0.18  0.17      99.62   108.18   100.81     102.87  5.2    7   0.175211\n",
       "8824  17540   4.72   5.5     7    28.68     26.30    28.39    31.34    599  582  584  0.09    0.10  0.11      53.91    58.20    64.24      58.78  2.7  321   0.066983\n",
       "8825  17543   0.01   0.1     1     0.00      0.00     0.00     0.00      0    0    0  0.00    0.00  0.00       0.00     0.00     0.00       0.00  0.1    1   0.379993\n",
       "8826  17544   8.26   6.5   339    15.84     15.84    16.06    15.61    669  667  665  2.38    2.42  2.36    1592.22  1614.14  1569.40    1591.92  2.3  325   3.244585\n",
       "8827  17545   8.49   6.6   339    16.26     16.38    16.29    16.11    667  666  664  2.47    2.46  2.44    1647.49  1638.36  1620.16    1635.34  2.4  325   3.351927\n",
       "8828  17546   8.66   6.6   356    16.19     16.18    16.85    15.55    668  667  663  2.56    2.67  2.48    1710.08  1780.89  1644.24    1711.74  2.5  321   3.497859\n",
       "8829  17547   8.80   6.6   361    16.47     16.44    16.87    16.11    668  665  667  2.64    2.72  2.59    1763.52  1808.80  1727.53    1766.62  2.0  333   3.633904\n",
       "8830  17549   9.30   6.8   385    16.25     15.98    16.92    15.84    666  664  665  2.75    2.92  2.73    1831.50  1938.88  1815.45    1861.94  1.2  292   3.880572\n",
       "8831  17551  10.03   7.4   415    16.82     16.91    16.94    16.60    671  664  663  3.12    3.16  3.10    2093.52  2098.24  2055.30    2082.35  2.3  315   4.306214\n",
       "8832  17552  10.22   7.4   421    16.99     16.98    16.93    17.06    665  663  662  3.21    3.21  3.24    2134.65  2128.23  2144.88    2135.92  2.9  279   4.401639\n",
       "8833  17555  10.95   7.8   451    17.67     17.43    17.62    17.97    663  661  661  3.55    3.60  3.67    2353.65  2379.60  2425.87    2386.37  2.8  328   4.888237\n",
       "8834  17557  11.54   8.0   468    17.92     17.56    18.16    18.04    661  659  658  3.73    3.87  3.85    2465.53  2550.33  2533.30    2516.39  1.6  302   5.174957\n",
       "8835  17558  11.66   8.2   484    17.73     17.29    17.77    18.11    661  657  656  3.80    3.93  4.01    2511.80  2582.01  2630.56    2574.79  1.8  324   5.253997\n",
       "8836  17560  12.08   8.5   495    17.80     17.43    17.98    17.99    660  659  656  3.93    4.06  4.08    2593.80  2675.54  2676.48    2648.61  1.7  336   5.779475\n",
       "8837  17562  12.47   8.6   509    18.29     18.31    18.15    18.41    657  656  653  4.27    4.24  4.32    2805.39  2781.44  2820.96    2802.60  3.2   48   5.637961\n",
       "8838  17563  12.58   8.8   514    18.41     18.35    18.24    18.63    659  658  654  4.31    4.29  4.41    2840.29  2822.82  2884.14    2849.08  2.8  357   5.820839\n",
       "8839  17564  12.58   8.7   517    18.59     18.55    18.39    18.83    658  658  653  4.39    4.35  4.49    2888.62  2862.30  2931.97    2894.30  1.8  276   5.935189\n",
       "8840  17565  13.03   8.6   521    18.63     18.54    18.45    18.89    656  653  654  4.44    4.44  4.54    2912.64  2899.32  2969.16    2927.04  4.4   26   5.922388\n",
       "8841  17569  13.66   9.0   557    19.01     18.69    19.15    19.18    653  650  651  4.82    4.96  4.96    3147.46  3224.00  3228.96    3200.14  1.7    3   6.375044\n",
       "8842  17570  13.81   9.1   560    19.17     18.78    19.29    19.44    652  652  652  4.88    5.01  5.05    3181.76  3266.52  3292.60    3246.96  0.7  268   6.615025\n",
       "8843  17572  14.01   9.3   567    19.42     19.13    19.76    19.37    654  651  648  5.02    5.21  5.13    3283.08  3391.71  3324.24    3333.01  1.7  356   6.766663\n",
       "8844  17574  14.26   9.5   588    19.56     19.32    19.67    19.69    653  649  646  5.27    5.40  5.43    3441.31  3504.60  3507.78    3484.56  3.1  305   7.103964\n",
       "8845  17575  14.78   9.7   592    19.75     19.75    19.88    19.63    650  646  646  5.46    5.53  5.46    3549.00  3572.38  3527.16    3549.51  1.2  276   7.281926\n",
       "8846  17576  15.39   9.6   607    19.70     19.72    19.76    19.61    649  647  642  5.61    5.64  5.64    3640.89  3649.08  3620.88    3636.95  2.0    3   7.366053\n",
       "8847  17578  15.75  10.4   614    19.89     20.10    19.93    19.63    648  645  642  5.80    5.78  5.72    3758.40  3728.10  3672.24    3719.58  1.5  250   7.664569\n",
       "8848  17583  16.76  10.7   642    19.87     20.05    19.47    20.09    645  640  638  6.10    5.97  6.18    3934.50  3820.80  3942.84    3899.38  3.9   13   8.404782\n",
       "8849  17584  17.08  10.4   649    19.87     19.84    19.52    20.23    642  642  636  6.14    6.04  6.32    3941.88  3877.68  4019.52    3946.36  2.3  285   8.098115\n",
       "8850  17586  16.45  10.4   662    20.32     20.36    20.10    20.51    643  638  634  6.40    6.37  6.54    4115.20  4064.06  4146.36    4108.54  1.7  271   8.446104\n",
       "8851  17588  17.28  10.6   667    20.37     20.36    20.20    20.54    642  639  634  6.48    6.46  6.62    4160.16  4127.94  4197.08    4161.73  2.4   18   8.627430\n",
       "8852  17589  17.83  10.7   670    20.41     20.38    20.35    20.50    638  635  634  6.57    6.59  6.65    4191.66  4184.65  4216.10    4197.47  2.2  326   8.634414\n",
       "8853  17591  18.18  11.0   690    20.32     20.31    20.09    20.56    637  632  631  6.76    6.74  6.91    4306.12  4259.68  4360.21    4308.67  4.7  328   8.925194\n",
       "8854  17594  19.62  11.5   708    20.06     19.56    20.16    20.47    632  629  627  6.77    7.01  7.14    4278.64  4409.29  4476.78    4388.24  1.6  315   8.948053\n",
       "8855  17596  19.99  11.9   721    20.23     20.09    20.16    20.45    632  628  625  7.09    7.16  7.30    4480.88  4496.48  4562.50    4513.29  3.3   19   9.461746\n",
       "8856  17597  19.95  12.1   721    20.34     20.29    20.16    20.57    632  627  625  7.16    7.17  7.34    4525.12  4495.59  4587.50    4536.07  3.2   24   9.541923\n",
       "8857  17598  20.14  11.7   727    20.34     20.27    20.28    20.49    630  626  623  7.24    7.29  7.40    4561.20  4563.54  4610.20    4578.31  3.7  334   9.478042\n",
       "8858  17603  21.14  12.0   750    20.15     20.10    20.12    20.22    627  621  624  7.47    7.55  7.55    4683.69  4688.55  4711.20    4694.48  1.8  338   9.730248\n",
       "8859  17605  21.06  12.1   755    20.24     20.38    20.35    20.00    628  623  622  7.61    7.66  7.54    4779.08  4772.18  4689.88    4747.05  1.6  284   9.939220\n",
       "8860  17608  22.28  12.9   771    20.05     20.17    20.18    19.81    619  617  614  7.84    7.87  7.76    4852.96  4855.79  4764.64    4824.46  1.7  332  10.096809\n",
       "8861  17612  23.56  13.0   784    19.84     19.90    19.92    19.70    616  615  613  7.94    7.96  7.90    4891.04  4895.40  4842.70    4876.38  3.4  345  10.155662\n",
       "8862  17614  22.91  13.3   791    19.77     19.91    19.61    19.79    618  614  612  7.97    7.90  8.00    4925.46  4850.60  4896.00    4890.69  1.6  300  10.252477\n",
       "8863  17616  23.53  13.2   799    19.61     19.86    19.39    19.59    615  611  608  8.09    7.95  8.07    4975.35  4857.45  4906.56    4913.12  2.1  334  10.315760\n",
       "8864  17618  24.66  13.1   805    19.81     19.91    19.79    19.74    614  611  610  8.22    8.21  8.20    5047.08  5016.31  5002.00    5021.80  1.3  289  10.575318\n",
       "8865  17622  24.99  13.5   811    19.85     19.67    19.76    20.11    611  605  609  8.23    8.35  8.44    5028.53  5051.75  5139.96    5073.41  1.4  325  10.573524\n",
       "8866  17624  26.39  13.0   817    19.72     19.62    19.67    19.86    609  607  605  8.34    8.39  8.50    5079.06  5092.73  5142.50    5104.76  1.5  334  10.776070\n",
       "8867  17625  26.39  14.0   817    19.69     19.68    19.54    19.86    608  603  605  8.38    8.39  8.50    5095.04  5059.17  5142.50    5098.90  1.5  334  10.690616\n",
       "8868  17626  26.66  14.3   823    19.58     19.63    19.42    19.70    610  602  603  8.40    8.42  8.53    5124.00  5068.84  5143.59    5112.14  1.9  355  10.706395\n",
       "8869  17629  26.83  14.0   824    19.47     19.25    19.39    19.77    606  601  604  8.31    8.44  8.56    5035.86  5072.44  5170.24    5092.85  1.6  349  10.579874\n",
       "8870  17630  26.47  13.3   820    19.59     19.30    19.73    19.74    606  604  605  8.28    8.49  8.48    5017.68  5127.96  5130.40    5092.01  4.8   66  10.697669\n",
       "8871  17631  25.43  13.5   822    19.79     19.57    19.86    19.94    609  607  604  8.34    8.49  8.57    5079.06  5153.43  5176.28    5136.26  1.5   76  10.740403\n",
       "8872  17632  26.47  14.1   825    19.65     19.55    19.71    19.69    610  605  601  8.38    8.52  8.57    5111.80  5154.60  5150.57    5138.99  0.6    5  10.740305\n",
       "8873  17633  26.95  14.1   832    19.57     19.50    19.56    19.65    606  603  601  8.50    8.57  8.64    5151.00  5167.71  5192.64    5170.45  1.6  340  10.829435\n",
       "8874  17635  27.43  14.5   829    19.48     19.46    19.39    19.60    606  601  601  8.47    8.51  8.60    5132.82  5114.51  5168.60    5138.64  2.9  331  10.737899\n",
       "8875  17638  25.70  13.6   827    19.90     19.93    19.74    20.04    608  605  602  8.57    8.53  8.70    5210.56  5160.65  5237.40    5202.87  2.5  278  10.921361\n",
       "8876  17640  26.29  15.1   839    19.70     19.78    19.43    19.89    607  602  604  8.66    8.58  8.75    5256.62  5165.16  5285.00    5235.59  2.1    5  11.002267\n",
       "8877  17643  27.43  14.8   832    19.61     19.49    19.59    19.75    604  601  601  8.54    8.63  8.70    5158.16  5186.63  5228.70    5191.16  1.9  292  10.856156\n",
       "8878  17644  27.34  15.1   827    19.72     19.76    19.61    19.79    605  599  599  8.59    8.61  8.69    5196.95  5157.39  5205.31    5186.55  2.2  350  10.865955\n",
       "8879  17645  27.99  15.4   827    19.49     19.48    19.33    19.65    603  599  601  8.52    8.51  8.62    5137.56  5097.49  5180.62    5138.56  2.8  307  10.761116\n",
       "8880  17646  27.87  14.6   834    19.50     19.49    19.45    19.58    605  601  601  8.56    8.60  8.66    5178.80  5168.60  5204.66    5184.02  2.2  274  10.845539\n",
       "8881  17647  26.04  15.0   830    19.81     19.85    19.68    19.91    607  604  601  8.59    8.56  8.70    5214.13  5170.24  5228.70    5204.36  1.8  267  10.921059\n",
       "8882  17648  26.37  15.0   828    19.82     19.81    19.74    19.91    610  605  601  8.52    8.56  8.69    5197.20  5178.80  5222.69    5199.56  2.7  264  10.892007\n",
       "8883  17649  26.68  14.8   828    19.78     19.72    19.71    19.92    608  604  602  8.52    8.57  8.69    5180.16  5176.28  5231.38    5195.94  3.4  264  10.875891\n",
       "8884  17652  27.37  15.0   822    19.66     19.66    19.59    19.74    607  602  600  8.47    8.51  8.60    5141.29  5123.02  5160.00    5141.44  2.1  331  10.775350\n",
       "8885  17654  27.37  14.2   819    19.77     19.83    19.59    19.90    610  601  600  8.47    8.49  8.64    5166.70  5102.49  5184.00    5151.06  5.2  277  10.848807\n",
       "8886  17656  27.45  14.4   815    19.65     19.60    19.48    19.86    603  602  598  8.43    8.39  8.61    5083.29  5050.78  5148.78    5094.28  2.1  281  10.687759\n",
       "8887  17657  25.80  14.9   812    19.79     20.04    19.64    19.68    609  604  603  8.45    8.35  8.38    5146.05  5043.40  5053.14    5080.86  2.3  345  10.698600\n",
       "8888  17658  26.97  15.3   809    19.63     19.85    19.60    19.44    608  603  601  8.39    8.35  8.31    5101.12  5035.05  4994.31    5043.49  4.5  287  10.621772\n",
       "8889  17659  26.97  15.5   809    19.68     19.85    19.72    19.47    605  604  602  8.43    8.39  8.31    5100.15  5067.56  5002.62    5056.78  3.2  266  10.644214\n",
       "8890  17660  26.08  14.3   809    19.69     19.76    19.80    19.52    606  605  605  8.35    8.38  8.26    5060.10  5069.90  4997.30    5042.43  2.2  257  10.592965\n",
       "8891  17662  26.53  14.3   795    19.89     20.06    19.97    19.62    613  605  601  8.25    8.32  8.23    5057.25  5033.60  4946.23    5012.36  0.7   34  10.546704\n",
       "8892  17668  28.91  14.9   779    19.37     19.37    19.37    19.36    612  599  598  7.89    8.06  8.07    4828.68  4827.94  4825.86    4827.49  2.7  336  10.111269\n",
       "8893  17672  27.39  15.0   761    19.69     19.72    19.77    19.59    608  605  604  7.85    7.91  7.85    4772.80  4785.55  4741.40    4766.58  0.7  304  10.000019\n",
       "8894  17675  26.95  15.5   745    19.80     19.79    19.58    20.02    608  604  605  7.70    7.67  7.83    4681.60  4632.68  4737.15    4683.81  0.8   60   9.890025\n",
       "8895  17679  25.53  16.0   730    19.92     19.81    19.88    20.09    613  612  611  7.45    7.49  7.58    4566.85  4583.88  4631.38    4594.04  1.8  295   9.532108\n",
       "8896  17680  25.24  15.5   728    20.01     19.98    19.91    20.14    617  614  611  7.44    7.45  7.57    4590.48  4574.30  4625.27    4596.68  1.5  266   9.583008\n",
       "8897  17683  25.47  16.1   718    19.76     19.80    19.65    19.81    615  613  612  7.30    7.27  7.34    4489.50  4456.51  4492.08    4479.36  1.5  320   9.283133\n",
       "8898  17684  26.04  15.7   710    19.63     19.62    19.34    19.91    615  613  612  7.17    7.09  7.31    4409.55  4346.17  4473.72    4409.81  4.2  273   9.284315\n",
       "8899  17686  27.35  15.4   702    19.13     19.07    19.04    19.29    609  610  610  6.99    6.97  7.06    4256.91  4251.70  4306.60    4271.74  3.9   33   9.016889\n",
       "8900  17687  26.76  15.4   694    19.18     19.04    19.08    19.44    613  608  609  6.84    6.91  7.03    4192.92  4201.28  4281.27    4225.16  2.0  315   8.737284\n",
       "8901  17688  26.91  16.3   684    19.25     19.11    19.30    19.35    612  610  610  6.78    6.87  6.89    4149.36  4190.70  4202.90    4180.99  1.9  292   8.656886\n",
       "8902  17690  24.72  15.9   681    19.24     19.43    18.70    19.58    620  618  614  6.72    6.49  6.84    4166.40  4010.82  4199.76    4125.66  1.6  289   8.522125\n",
       "8903  17694  24.99  16.3   651    18.87     18.91    19.03    18.67    616  616  613  6.30    6.34  6.25    3880.80  3905.44  3831.25    3872.50  4.6  313   8.102514\n",
       "8904  17695  24.57  16.0   651    18.77     18.58    18.97    18.76    618  618  616  6.16    6.29  6.24    3806.88  3887.22  3843.84    3845.98  2.2  327   7.871427\n",
       "8905  17697  24.22  15.8   648    18.86     18.72    18.96    18.90    622  621  617  6.13    6.22  6.24    3812.86  3862.62  3850.08    3841.85  1.1  251   7.917606\n",
       "8906  17699  26.39  16.3   630    18.33     18.39    18.29    18.30    619  619  615  5.93    5.90  5.94    3670.67  3652.10  3653.10    3658.62  3.4  283   7.661142\n",
       "8907  17700  24.72  16.1   621    18.50     18.70    18.61    18.18    622  620  616  5.88    5.87  5.77    3657.36  3639.40  3554.32    3617.03  3.3  315   7.541905\n",
       "8908  17703  23.91  16.3   594    17.98     18.04    17.99    17.91    622  619  622  5.41    5.42  5.37    3365.02  3354.98  3340.14    3353.38  3.4  278   7.311937\n",
       "8909  17705  22.93  16.3   583    17.64     17.89    17.51    17.52    626  626  624  5.21    5.10  5.12    3261.46  3192.60  3194.88    3216.31  3.7  304   6.662915\n",
       "8910  17708  24.37  15.8   557    16.96     17.25    16.75    16.87    627  623  622  4.82    4.71  4.75    3022.14  2934.33  2954.50    2970.32  3.6  280   6.244124\n",
       "8911  17710  24.85  15.8   552    16.34     16.46    16.34    16.22    625  623  624  4.58    4.56  4.52    2862.50  2840.88  2820.48    2841.29  2.6  249   5.978174\n",
       "8912  17712  23.41  16.0   534    16.47     16.74    16.51    16.15    628  628  627  4.46    4.40  4.31    2800.88  2763.20  2702.37    2755.48  2.2  281   5.801645\n",
       "8913  17714  23.34  15.5   518    16.21     16.12    16.11    16.38    629  627  627  4.16    4.17  4.24    2616.64  2614.59  2658.48    2629.90  3.2  278   5.512220\n",
       "8914  17715  23.31  15.6   513    16.16     16.11    16.05    16.32    627  629  629  4.13    4.10  4.17    2589.51  2578.90  2622.93    2597.11  0.9  306   5.500856\n",
       "8915  17716  23.18  16.6   505    16.12     16.17    16.02    16.18    628  630  627  4.07    4.02  4.08    2555.96  2532.60  2558.16    2548.91  1.1  317   5.383916\n",
       "8916  17718  20.93  15.8   470    15.16     15.14    14.90    15.44    635  632  631  3.48    3.44  3.57    2209.80  2174.08  2252.67    2212.18  1.0   16   4.608454\n",
       "8917  17719  21.51  15.6   457    15.17     15.25    15.00    15.26    634  633  629  3.42    3.37  3.45    2168.28  2133.21  2170.05    2157.18  0.8  341   4.680071\n",
       "8918  17720  21.55  15.9   452    14.96     14.92    14.83    15.14    634  632  632  3.31    3.30  3.37    2098.54  2085.60  2129.84    2104.66  2.9  284   4.447526\n",
       "8919  17723  19.95  16.1   443    14.30     14.48    14.09    14.34    638  633  634  3.11    3.05  3.10    1984.18  1930.65  1965.40    1960.08  2.3  274   4.166745\n",
       "8920  17724  20.10  15.9   419    14.83     14.98    14.61    14.89    639  636  635  3.04    2.98  3.04    1942.56  1895.28  1930.40    1922.75  4.1  280   4.027088\n",
       "8921  17726  20.41  15.5   399    14.41     14.39    14.24    14.59    640  638  635  2.78    2.76  2.84    1779.20  1760.88  1803.40    1781.16  2.7  278   3.832874\n",
       "8922  17728  20.24  15.4   377    13.59     13.59    13.48    13.70    637  637  637  2.49    2.47  2.51    1586.13  1573.39  1598.87    1586.13  3.8  266   3.399302\n",
       "8923  17729  19.49  15.9   353    13.87     14.19    13.94    13.48    639  636  636  2.42    2.39  2.31    1546.38  1520.04  1469.16    1511.86  1.7  282   3.393088\n",
       "8924  17730  19.37  15.8   349    13.75     14.12    13.80    13.34    639  638  636  2.38    2.33  2.26    1520.82  1486.54  1437.36    1481.57  3.6  274   3.196242\n",
       "8925  17732  18.43  15.9   334    12.53     12.60    12.67    12.31    641  638  639  2.02    2.04  1.98    1294.82  1301.52  1265.22    1287.19  1.5  271   2.919100\n",
       "8926  17733  17.53  15.8   298    13.34     13.59    13.32    13.11    640  637  637  1.94    1.91  1.88    1241.60  1216.67  1197.56    1218.61  1.1  333   2.779336\n",
       "8927  17735  17.47  15.6   264    12.93     13.31    12.99    12.50    641  637  636  1.68    1.65  1.59    1076.88  1051.05  1011.24    1046.39  2.0  260   2.408000\n",
       "8928  17736  17.51  15.5   256    12.66     13.13    12.48    12.36    640  636  634  1.61    1.54  1.53    1030.40   979.44   970.02     993.29  2.2  277   2.284673\n",
       "8929  17740  15.76  15.7   214    11.51     11.42    11.20    11.90    636  635  636  1.17    1.15  1.22     744.12   730.25   775.92     750.10  1.7  287   1.883073\n",
       "8930  17741  15.74  15.3   196    11.31     11.97    11.43    10.53    638  632  635  1.12    1.08  0.99     714.56   682.56   628.65     675.26  1.9  279   1.618185\n",
       "8931  17742  15.66  15.7   186    11.10     11.44    11.42    10.44    635  634  636  1.02    1.02  0.93     647.70   646.68   591.48     628.62  0.9  284   1.588044\n",
       "8932  17744  15.31  15.6   173    10.66     10.72    10.67    10.59    634  631  633  0.89    0.89  0.88     564.26   561.59   557.04     560.96  0.7  315   1.413499\n",
       "8933  17745   0.01   0.1     1     0.00      0.00     0.00     0.00      0    0    0  0.00    0.00  0.00       0.00     0.00     0.00       0.00  0.1    1   0.379993\n",
       "8934  17746  12.33   9.8   334    15.55     15.61    15.56    15.49    659  657  654  2.38    2.38  2.38    1568.42  1563.66  1556.52    1562.87  2.6  216   3.329216\n",
       "8935  17751  13.51  10.0   373    15.94     15.80    16.25    15.78    657  654  654  2.71    2.80  2.72    1780.47  1831.20  1778.88    1796.85  2.2  201   3.815873\n",
       "8936  17754  13.76  10.0   396    16.54     16.51    16.44    16.66    657  654  652  3.01    3.01  3.06    1977.57  1968.54  1995.12    1980.41  4.9  212   4.131832\n",
       "8937  17756  14.60  10.3   413    17.24     17.02    17.44    17.25    658  652  651  3.24    3.35  3.32    2131.92  2184.20  2161.32    2159.15  2.6  249   4.521564\n",
       "8938  17757  15.18  10.5   423    17.27     16.96    17.24    17.59    655  654  650  3.33    3.39  3.48    2181.15  2217.06  2262.00    2220.07  3.8  187   4.609965\n",
       "8939  17758  15.58  10.6   423    17.42     16.79    17.26    18.22    653  650  650  3.31    3.42  3.61    2161.43  2223.00  2346.50    2243.64  3.8  187   4.645546\n",
       "8940  17759  15.93  10.8   440    17.20     16.67    17.28    17.64    650  649  650  3.44    3.57  3.64    2236.00  2316.93  2366.00    2306.31  4.1  250   4.795147\n",
       "8941  17760  16.26  11.2   423    17.89     17.53    18.10    18.05    652  651  649  3.47    3.59  3.59    2262.44  2337.09  2329.91    2309.81  1.5  244   4.878964\n",
       "8942  17761  16.52  11.4   454    16.69     15.86    16.24    17.95    649  651  650  3.39    3.46  3.83    2200.11  2252.46  2489.50    2314.02  3.9  259   4.774383\n",
       "8943  17764  16.72  11.3   485    17.73     17.67    17.59    17.92    650  647  648  4.03    4.03  4.10    2619.50  2607.41  2656.80    2627.90  5.0  246   5.483833\n",
       "8944  17765  16.78  11.4   483    17.97     17.87    17.92    18.11    650  647  646  4.06    4.09  4.14    2639.00  2646.23  2674.44    2653.22  3.9  239   5.513683\n",
       "8945  17766  16.99  11.4   488    18.00     17.82    18.08    18.10    649  646  645  4.10    4.18  4.19    2660.90  2700.28  2702.55    2687.91  2.3  243   5.591263\n",
       "8946  17767  17.57  11.9   504    17.91     17.68    17.83    18.22    646  647  643  4.23    4.26  4.38    2732.58  2756.22  2816.34    2768.38  1.5  217   5.743607\n",
       "8947  17768  17.78  11.8   515    17.89     17.71    17.66    18.31    648  643  643  4.32    4.34  4.50    2799.36  2790.62  2893.50    2827.83  3.7  238   5.859432\n",
       "8948  17769  18.05  11.9   521    18.31     17.97    18.67    18.29    645  644  642  4.46    4.64  4.56    2876.70  2988.16  2927.52    2930.79  4.0  288   6.093229\n",
       "8949  17770  18.26  12.1   534    18.11     17.68    18.26    18.39    645  642  641  4.50    4.67  4.71    2902.50  2998.14  3019.11    2973.25  3.2  208   6.114847\n",
       "8950  17772  18.26  11.9   542    18.46     18.21    18.62    18.56    647  641  639  4.69    4.84  4.84    3034.43  3102.44  3092.76    3076.54  2.7  227   6.352043\n",
       "8951  17773  19.18  12.1   545    18.66     18.37    18.96    18.65    642  640  640  4.81    4.98  4.90    3088.02  3187.20  3136.00    3137.07  3.6  210   6.503910\n",
       "8952  17774  20.07  12.5   563    18.46     18.07    18.64    18.67    640  638  638  4.92    5.09  5.10    3148.80  3247.42  3253.80    3216.67  3.7  231   6.678675\n",
       "8953  17776  20.20  12.7   579    18.88     18.88    18.87    18.90    641  636  638  5.28    5.32  5.31    3384.48  3383.52  3387.78    3385.26  2.3  211   7.024902\n",
       "8954  17782  21.78  13.1   617    18.97     19.00    18.65    19.24    634  631  631  5.76    5.68  5.86    3651.84  3584.08  3697.66    3644.53  1.8  254   7.733771\n",
       "8955  17785  22.93  13.8   633    19.25     19.03    19.16    19.57    631  627  626  5.97    6.05  6.19    3767.07  3793.35  3874.94    3811.79  2.9  228   7.930167\n",
       "8956  17786  23.10  14.1   640    19.23     19.06    19.12    19.50    629  628  626  6.07    6.10  6.24    3818.03  3830.80  3906.24    3851.69  2.6  277   7.977470\n",
       "8957  17787  23.72  14.1   641    19.32     19.33    19.11    19.52    631  625  626  6.16    6.15  6.27    3886.96  3843.75  3925.02    3885.24  4.0  179   8.165777\n",
       "8958  17790  24.56  14.2   671    18.97     18.71    18.82    19.38    628  623  620  6.29    6.38  6.60    3950.12  3974.74  4092.00    4005.62  5.1  186   8.477550\n",
       "8959  17792  23.33  14.0   681    19.42     19.16    19.36    19.74    625  624  622  6.54    6.62  6.77    4087.50  4130.88  4210.94    4143.11  2.5  189   8.607432\n",
       "8960  17796  25.10  15.1   703    19.32     19.22    19.18    19.57    623  618  618  6.84    6.88  7.02    4261.32  4251.84  4338.36    4283.84  4.3  223   9.023671\n",
       "8961  17797  25.47  15.0   704    19.32     19.22    19.26    19.48    622  618  617  6.87    6.93  7.02    4273.14  4282.74  4331.34    4295.74  2.7  202   8.989585\n",
       "8962  17804  26.60  15.6   732    19.22     19.13    19.31    19.23    615  615  614  7.22    7.29  7.27    4440.30  4483.35  4463.78    4462.48  6.0  180   9.534436\n",
       "8963  17806  27.24  16.7   749    19.09     19.22    19.20    18.84    616  613  612  7.43    7.46  7.33    4576.88  4572.98  4485.96    4545.27  3.3  213   9.567524\n",
       "8964  17807  27.49  16.6   749    18.99     19.08    19.16    18.72    617  613  608  7.37    7.45  7.34    4547.29  4566.85  4462.72    4525.62  2.9  263   9.494249\n",
       "8965  17808  28.30  16.3   751    18.90     19.00    18.97    18.73    614  608  611  7.42    7.48  7.35    4555.88  4547.84  4490.85    4531.52  3.1  278   9.523651\n",
       "8966  17809  28.30  16.6   754    19.06     18.96    19.14    19.07    611  607  608  7.47    7.59  7.55    4564.17  4607.13  4590.40    4587.23  4.0  189   9.697715\n",
       "8967  17810  28.37  17.0   754    19.07     19.19    19.14    18.87    611  608  609  7.56    7.58  7.46    4619.16  4608.64  4543.14    4590.31  4.0  189   9.714543\n",
       "8968  17811  28.39  16.7   758    18.96     18.99    18.97    18.94    612  608  608  7.51    7.55  7.54    4596.12  4590.40  4584.32    4590.28  2.9  258   9.634695\n",
       "8969  17814  28.85  17.1   767    18.84     19.03    18.75    18.74    612  606  605  7.63    7.59  7.60    4669.56  4599.54  4598.00    4622.37  2.4  258   9.718509\n",
       "8970  17816  28.89  17.1   771    18.83     19.09    18.64    18.76    610  605  604  7.72    7.60  7.66    4709.20  4598.00  4626.64    4644.61  3.1  205   9.821361\n",
       "8971  17819  29.79  17.5   782    18.97     18.92    19.05    18.93    605  604  603  7.85    7.92  7.88    4749.25  4783.68  4751.64    4761.52  2.7  261   9.980883\n",
       "8972  17821  30.12  17.9   789    18.84     18.73    18.90    18.90    605  603  600  7.85    7.95  7.99    4749.25  4793.85  4794.00    4779.03  6.8  183  10.294914\n",
       "8973  17823  30.49  18.6   792    18.95     18.87    18.85    19.13    603  600  603  7.98    8.01  8.09    4811.94  4806.00  4878.27    4832.07  2.6  239  10.118519\n",
       "8974  17826  31.60  19.0   799    18.76     18.53    18.76    18.99    602  599  601  7.95    8.09  8.16    4785.90  4845.91  4904.16    4845.32  3.2  272  10.117572\n",
       "8975  17827  31.97  19.5   807    18.69     18.42    18.68    18.99    603  598  597  7.98    8.16  8.31    4811.94  4879.68  4961.07    4884.23  4.6  195  10.346306\n",
       "8976  17828  32.18  19.6   810    18.61     18.41    18.58    18.85    601  597  596  8.04    8.17  8.30    4832.04  4877.49  4946.80    4885.44  2.5  245  10.181277\n",
       "8977  17829  31.83  20.0   809    18.75     18.50    18.72    19.02    600  599  597  8.07    8.18  8.34    4842.00  4899.82  4978.98    4906.93  2.5  222  10.223170\n",
       "8978  17830  31.83  19.5   806    18.78     18.76    18.61    18.97    601  597  596  8.14    8.13  8.30    4892.14  4853.61  4946.80    4897.52  4.3  231  10.356138\n",
       "8979  17831  31.72  19.8   807    18.76     18.63    18.82    18.83    598  596  595  8.13    8.24  8.26    4861.74  4911.04  4914.70    4895.83  2.7  206  10.246467\n",
       "8980  17834  31.72  20.2   811    18.74     18.76    18.75    18.71    603  597  592  8.16    8.24  8.29    4920.48  4919.28  4907.68    4915.81  1.9  211  10.270574\n",
       "8981  17836  32.76  20.2   809    18.66     18.67    18.55    18.76    598  592  593  8.20    8.23  8.31    4903.60  4872.16  4927.83    4901.20  5.6  188  10.481764\n",
       "8982  17837  32.39  20.4   810    18.69     18.58    18.69    18.81    598  595  593  8.16    8.25  8.33    4879.68  4908.75  4939.69    4909.37  5.0  235  10.396226\n",
       "8983  17841  33.62  21.3   791    19.01     19.12    18.78    19.13    595  591  594  8.28    8.19  8.30    4926.60  4840.29  4930.20    4899.03  2.3  202  10.296305\n",
       "8984  17842  32.74  21.1   768    19.04     19.50    19.53    18.08    599  594  594  8.12    8.20  7.59    4863.88  4870.80  4508.46    4747.71  5.3  201  10.121107\n",
       "8985  17843  32.10  20.8   741    19.05     19.73    19.13    18.27    601  598  595  7.88    7.68  7.37    4735.88  4592.64  4385.15    4571.22  4.6  195   9.999450\n",
       "8986  17846  32.60  22.0   814    18.18     18.18    18.12    18.23    599  597  596  8.02    8.02  8.08    4803.98  4787.94  4815.68    4802.53  2.4  258   9.967172\n",
       "8987  17847  33.01  22.8   827    18.25     18.66    17.34    18.76    598  599  594  8.39    7.78  8.49    5017.22  4660.22  5043.06    4906.83  2.8  237  10.285670\n",
       "8988  17848  33.20  22.1   816    17.70     16.95    17.70    18.46    600  597  596  7.50    7.87  8.22    4500.00  4698.39  4899.12    4699.17  2.9  249   9.605797\n",
       "8989  17849  33.06  22.1   748    18.81     20.20    18.29    17.95    599  597  597  8.20    7.45  7.31    4911.80  4447.65  4364.07    4574.51  4.5  229   9.850959\n",
       "8990  17851  31.39  22.5   605    17.90     17.42    17.09    19.19    608  604  606  5.60    5.53  6.19    3404.80  3340.12  3751.14    3498.69  2.7  265   7.004241\n",
       "8991  17854  31.95  22.8   647    19.70     20.53    19.40    19.16    610  602  600  7.05    6.75  6.69    4300.50  4063.50  4014.00    4126.00  2.5  232   8.736486\n",
       "8992  17858  32.72  23.0   779    18.19     18.46    18.50    17.60    600  600  600  7.78    7.80  7.42    4668.00  4680.00  4452.00    4600.00  5.6  249   9.761747\n",
       "8993  17860  34.26  23.3   815    17.51     16.96    17.41    18.15    598  595  592  7.55    7.79  8.16    4514.90  4635.05  4830.72    4660.22  6.7  267   9.939029\n",
       "8994  17862  34.70  23.6   819    17.20     17.34    17.07    17.18    595  595  591  7.81    7.69  7.79    4646.95  4575.55  4603.89    4608.80  6.5  259   9.990341\n",
       "8995  17866  35.16  24.6   855    17.42     17.70    17.09    17.48    597  592  588  8.31    8.09  8.33    4961.07  4789.28  4898.04    4882.80  4.0  254  10.196422\n",
       "8996  17867  36.03  24.8   739    20.28     20.27    20.57    20.01    590  591  586  8.35    8.46  8.30    4926.50  4999.86  4863.80    4930.05  4.1  247  10.430261\n",
       "8997  17873  36.39  24.9   759    18.11     18.10    18.08    18.14    593  591  589  7.63    7.65  7.70    4524.59  4521.15  4535.30    4527.01  5.0  268   9.558046\n",
       "8998  17874  36.49  25.2   749    18.00     18.08    18.23    17.68    591  588  589  7.55    7.65  7.41    4462.05  4498.20  4364.49    4441.58  2.4  273   9.179218\n",
       "8999  17876   0.01   0.1     1     0.00      0.00     0.00     0.00      0    0    0  0.00    0.00  0.00       0.00     0.00     0.00       0.00  0.1    1   0.379993\n",
       "\n",
       "[9000 rows x 21 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 拆分数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "#拆分数据\n",
    "train_data = all_data.drop(all_data[all_data['ID'].isin(df_result['ID'])].index).reset_index().drop(['index'], axis=1)\n",
    "test_data = all_data[all_data['ID'].isin(df_result['ID'])].drop(['发电量'], axis=1).reset_index().drop(['index'], axis=1)\n",
    "len(train_data), len(test_data)\n",
    "# 去除重复值\n",
    "train_data = train_data.drop_duplicates(train_data.columns.drop('ID'), keep='first')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_data = add_avg(train_data)\n",
    "test_data = add_avg(test_data)\n",
    "cleaned_train_data = add_avg(cleaned_train_data)\n",
    "cleaned_sub_data = add_avg(cleaned_sub_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "X_train, X_test, y_train, y_test, sub_data, sm, polynm = generate_train_data(train_data, test_data, poly=True, select=True)\n",
    "\n",
    "clean_X_train, clean_X_test, clean_y_train, clean_y_test, clean_sub_data, _, _ = generate_train_data(cleaned_train_data, cleaned_sub_data, poly=False, select=False)\n",
    "\n",
    "clean_X = np.concatenate([clean_X_train, clean_X_test])\n",
    "clean_y = np.concatenate([clean_y_train, clean_y_test])\n",
    "clean_X = polynm.transform(clean_X)\n",
    "clean_X = sm.transform(clean_X)\n",
    "\n",
    "clean_sub_data = polynm.transform(clean_sub_data)\n",
    "clean_sub_data = sm.transform(clean_sub_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Stacking Model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Tree Models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_X_train = np.concatenate([X_train, X_test])\n",
    "all_y_train = np.concatenate([y_train, y_test])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(8918, 60)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_X_train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(8918,)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_y_train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 - Model: XGBRegressor\n",
      "MSE: [0.01026589 0.02087384 0.01323601 0.08568883 0.01568859]\n",
      "Score: [0.90800071 0.87376094 0.8968225  0.7735588  0.88868817]\n",
      "Average XGB - MSE: 0.02915063052223297  - Score: 0.8681662242467088 \n",
      "\n",
      "2 - Model: XGBRegressor\n",
      "MSE: [0.01024932 0.02082981 0.01317274 0.08563119 0.0156959 ]\n",
      "Score: [0.90806816 0.87387734 0.89704398 0.77361773 0.88866513]\n",
      "Average XGB - MSE: 0.02911579102450753  - Score: 0.8682544672881368 \n",
      "\n",
      "3 - Model: XGBRegressor\n",
      "MSE: [0.0101142  0.02073381 0.01313901 0.08552996 0.01561541]\n",
      "Score: [0.90862059 0.87413169 0.89716231 0.7737213  0.88891921]\n",
      "Average XGB - MSE: 0.02902647711548974  - Score: 0.8685110175218158 \n",
      "\n",
      "4 - Model: GradientBoostingRegressor\n",
      "MSE: [0.01046118 0.02007422 0.01285947 0.0872235  0.01443227]\n",
      "Score: [0.90721058 0.87589947 0.89815013 0.77200032 0.89275004]\n",
      "Average XGB - MSE: 0.029010127248192442  - Score: 0.8692021090312381 \n",
      "\n",
      "5 - Model: GradientBoostingRegressor\n",
      "MSE: [0.00975813 0.02163657 0.01130176 0.08154214 0.01412693]\n",
      "Score: [0.91009762 0.87176833 0.903906   0.77787363 0.89376945]\n",
      "Average XGB - MSE: 0.02767310632667757  - Score: 0.871483006250313 \n",
      "\n",
      "6 - Model: GradientBoostingRegressor\n",
      "MSE: [0.0087242  0.01763451 0.01098643 0.08345807 0.01344666]\n",
      "Score: [0.9145755  0.88277226 0.90512794 0.77586073 0.89608966]\n",
      "Average XGB - MSE: 0.0268499767575817  - Score: 0.8748852189155135 \n",
      "\n",
      "7 - Model: RandomForestRegressor\n",
      "MSE: [0.0118527  0.02237158 0.01383972 0.08840824 0.01579811]\n",
      "Score: [0.90181888 0.86988947 0.89474063 0.7708108  0.88834362]\n",
      "Average XGB - MSE: 0.030454069147239627  - Score: 0.8651206802849553 \n",
      "\n",
      "8 - Model: RandomForestRegressor\n",
      "MSE: [0.01237242 0.02257786 0.0137114  0.086989   0.01600864]\n",
      "Score: [0.89990259 0.8693692  0.89517847 0.77223716 0.88768539]\n",
      "Average XGB - MSE: 0.030331862271559745  - Score: 0.8648745617604817 \n",
      "\n",
      "9 - Model: RandomForestRegressor\n",
      "MSE: [0.01202797 0.022478   0.01386175 0.08819382 0.01593183]\n",
      "Score: [0.90116712 0.86962068 0.89466571 0.77102521 0.88792493]\n",
      "Average XGB - MSE: 0.03049867288734458  - Score: 0.8648807293111249 \n",
      "\n",
      "10 - Model: LGBMRegressor\n",
      "MSE: [0.01200312 0.02203382 0.0119715  0.0862953  0.01495445]\n",
      "Score: [0.90125917 0.87074798 0.90137646 0.77294052 0.89103658]\n",
      "Average XGB - MSE: 0.029451637785348716  - Score: 0.8674721404863025 \n",
      "\n",
      "11 - Model: LGBMRegressor\n",
      "MSE: [0.01112619 0.02183207 0.01172    0.08671286 0.01492605]\n",
      "Score: [0.90458381 0.87126473 0.90231618 0.77251665 0.89112882]\n",
      "Average XGB - MSE: 0.029263434568946887  - Score: 0.8683620382407911 \n",
      "\n",
      "12 - Model: LGBMRegressor\n",
      "MSE: [0.0111554  0.02192375 0.01183369 0.08683183 0.01495524]\n",
      "Score: [0.9044706  0.87102951 0.90188993 0.77239616 0.89103402]\n",
      "Average XGB - MSE: 0.029339982092800098  - Score: 0.8681640456645159 \n",
      "\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Model</th>\n",
       "      <th>Avg MSE</th>\n",
       "      <th>Avg Score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.XGBRegressor</td>\n",
       "      <td>0.029151</td>\n",
       "      <td>0.868166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2.XGBRegressor</td>\n",
       "      <td>0.029116</td>\n",
       "      <td>0.868254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3.XGBRegressor</td>\n",
       "      <td>0.029026</td>\n",
       "      <td>0.868511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.GradientBoostingRegressor</td>\n",
       "      <td>0.029010</td>\n",
       "      <td>0.869202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.GradientBoostingRegressor</td>\n",
       "      <td>0.027673</td>\n",
       "      <td>0.871483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6.GradientBoostingRegressor</td>\n",
       "      <td>0.026850</td>\n",
       "      <td>0.874885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7.RandomForestRegressor</td>\n",
       "      <td>0.030454</td>\n",
       "      <td>0.865121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8.RandomForestRegressor</td>\n",
       "      <td>0.030332</td>\n",
       "      <td>0.864875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9.RandomForestRegressor</td>\n",
       "      <td>0.030499</td>\n",
       "      <td>0.864881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10.LGBMRegressor</td>\n",
       "      <td>0.029452</td>\n",
       "      <td>0.867472</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11.LGBMRegressor</td>\n",
       "      <td>0.029263</td>\n",
       "      <td>0.868362</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12.LGBMRegressor</td>\n",
       "      <td>0.029340</td>\n",
       "      <td>0.868164</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                          Model   Avg MSE  Avg Score\n",
       "0                1.XGBRegressor  0.029151   0.868166\n",
       "1                2.XGBRegressor  0.029116   0.868254\n",
       "2                3.XGBRegressor  0.029026   0.868511\n",
       "3   4.GradientBoostingRegressor  0.029010   0.869202\n",
       "4   5.GradientBoostingRegressor  0.027673   0.871483\n",
       "5   6.GradientBoostingRegressor  0.026850   0.874885\n",
       "6       7.RandomForestRegressor  0.030454   0.865121\n",
       "7       8.RandomForestRegressor  0.030332   0.864875\n",
       "8       9.RandomForestRegressor  0.030499   0.864881\n",
       "9              10.LGBMRegressor  0.029452   0.867472\n",
       "10             11.LGBMRegressor  0.029263   0.868362\n",
       "11             12.LGBMRegressor  0.029340   0.868164"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xgbt1 = xgb.XGBRegressor(n_estimators=950, max_depth=3, max_features='sqrt', random_state=321, n_jobs=8)\n",
    "xgbt2 = xgb.XGBRegressor(n_estimators=1000, max_depth=3, max_features='sqrt', random_state=456, n_jobs=8)\n",
    "xgbt3 = xgb.XGBRegressor(n_estimators=1100, max_depth=3, max_features='sqrt', random_state=789, n_jobs=8)\n",
    "# n_estimators=1000  max_depth=5  'sqrt'  GradientBoostingRegressor 最佳参数 ,learning_rate=0.08\n",
    "gbdt1 = GradientBoostingRegressor(n_estimators=800, max_depth=4, max_features='log2', random_state=123,learning_rate=0.08)\n",
    "gbdt2 = GradientBoostingRegressor(n_estimators=900, max_depth=4, max_features='log2', random_state=456,learning_rate=0.08)\n",
    "gbdt3 = GradientBoostingRegressor(n_estimators=1000, max_depth=5, max_features='log2', random_state=789,learning_rate=0.08)\n",
    "# n_estimators=700, max_features='auto', random_state=2, n_jobs=8,max_depth=10\n",
    "forest1 = RandomForestRegressor(n_estimators=800, max_features='sqrt', random_state=7, n_jobs=8)\n",
    "forest2 = RandomForestRegressor(n_estimators=900, max_features='log2', random_state=9, n_jobs=8)\n",
    "forest3 = RandomForestRegressor(n_estimators=900, max_features='sqrt', random_state=11, n_jobs=8) \n",
    "\n",
    "lgb1 = LGBMRegressor(n_estimators=900, max_depth=5, random_state=5, n_jobs=8) \n",
    "lgb2 = LGBMRegressor(n_estimators=850, max_depth=4, random_state=7, n_jobs=8)\n",
    "lgb3 = LGBMRegressor(n_estimators=720, max_depth=4, random_state=9, n_jobs=8)\n",
    "\n",
    "# xgbt1 = xgb.XGBRegressor(n_estimators=950, max_depth=3, max_features='sqrt', random_state=2, n_jobs=8)\n",
    "# xgbt2 = xgb.XGBRegressor(n_estimators=1000, max_depth=3, max_features='sqrt', random_state=3, n_jobs=8)\n",
    "# xgbt3 = xgb.XGBRegressor(n_estimators=1100, max_depth=3, max_features='sqrt', random_state=4, n_jobs=8)\n",
    "\n",
    "# gbdt1 = GradientBoostingRegressor(n_estimators=500, max_depth=3, max_features='sqrt', random_state=2)\n",
    "# gbdt2 = GradientBoostingRegressor(n_estimators=400, max_depth=3, max_features='sqrt', random_state=3)\n",
    "# gbdt3 = GradientBoostingRegressor(n_estimators=500, max_depth=4, max_features='log2', random_state=4)\n",
    "\n",
    "# forest1 = RandomForestRegressor(n_estimators=300, max_features='sqrt', random_state=2, n_jobs=8)\n",
    "# forest2 = RandomForestRegressor(n_estimators=300, max_features='log2', random_state=3, n_jobs=8)\n",
    "# forest3 = RandomForestRegressor(n_estimators=600, max_features='sqrt', random_state=4, n_jobs=8) \n",
    "\n",
    "# lgb1 = LGBMRegressor(n_estimators=900, max_depth=5, random_state=2, n_jobs=8) \n",
    "# lgb2 = LGBMRegressor(n_estimators=850, max_depth=4, random_state=3, n_jobs=8)\n",
    "# lgb3 = LGBMRegressor(n_estimators=720, max_depth=4, random_state=4, n_jobs=8)\n",
    "\n",
    "cross_validation_test(\n",
    "    models=[    \n",
    "        xgbt1, xgbt2, xgbt3,\n",
    "        gbdt1, gbdt2, gbdt3,\n",
    "        forest1, forest2, forest3,\n",
    "        lgb1, lgb2, lgb3\n",
    "    ],\n",
    "    train_X_data=[\n",
    "        all_X_train, all_X_train, all_X_train, all_X_train,\n",
    "        all_X_train, all_X_train, all_X_train, all_X_train,\n",
    "        all_X_train, all_X_train, all_X_train, all_X_train\n",
    "    ],\n",
    "    train_y_data=[\n",
    "        all_y_train, all_y_train, all_y_train, all_y_train,\n",
    "        all_y_train, all_y_train, all_y_train, all_y_train,\n",
    "        all_y_train, all_y_train, all_y_train, all_y_train\n",
    "    ]\n",
    ")\n",
    "# cross_validation_test(\n",
    "#     models=[    \n",
    "#         xgbt1, xgbt2, xgbt3,\n",
    "#         gbdt1, gbdt2, gbdt3,\n",
    "#         forest1, forest2, forest3,\n",
    "#         lgb1, lgb2, lgb3\n",
    "#     ],\n",
    "#     train_X_data=[\n",
    "#         all_X_train, all_X_train, all_X_train, all_X_train,\n",
    "#         all_X_train, all_X_train, all_X_train, all_X_train,\n",
    "#         all_X_train, all_X_train, all_X_train, all_X_train\n",
    "#     ],\n",
    "#     train_y_data=[\n",
    "#         all_y_train, all_y_train, all_y_train, all_y_train,\n",
    "#         all_y_train, all_y_train, all_y_train, all_y_train,\n",
    "#         all_y_train, all_y_train, all_y_train, all_y_train\n",
    "#     ]\n",
    "# )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```\n",
    "xgbt1 = xgb.XGBRegressor(n_estimators=950, max_depth=3, max_features='sqrt', random_state=2, n_jobs=8)\n",
    "xgbt2 = xgb.XGBRegressor(n_estimators=1000, max_depth=3, max_features='sqrt', random_state=3, n_jobs=8)\n",
    "xgbt3 = xgb.XGBRegressor(n_estimators=1100, max_depth=3, max_features='sqrt', random_state=4, n_jobs=8)\n",
    "# n_estimators=1000  max_depth=5  'sqrt'  GradientBoostingRegressor 最佳参数 ,learning_rate=0.08\n",
    "gbdt1 = GradientBoostingRegressor(n_estimators=800, max_depth=4, max_features='log2', random_state=2,learning_rate=0.08)\n",
    "gbdt2 = GradientBoostingRegressor(n_estimators=900, max_depth=4, max_features='log2', random_state=3,learning_rate=0.08)\n",
    "gbdt3 = GradientBoostingRegressor(n_estimators=1000, max_depth=5, max_features='log2', random_state=4,learning_rate=0.08)\n",
    "# n_estimators=700, max_features='auto', random_state=2, n_jobs=8,max_depth=10\n",
    "forest1 = RandomForestRegressor(n_estimators=300, max_features='sqrt', random_state=2, n_jobs=8)\n",
    "forest2 = RandomForestRegressor(n_estimators=400, max_features='log2', random_state=3, n_jobs=8)\n",
    "forest3 = RandomForestRegressor(n_estimators=600, max_features='sqrt', random_state=4, n_jobs=8) \n",
    "\n",
    "lgb1 = LGBMRegressor(n_estimators=900, max_depth=5, random_state=2, n_jobs=8) \n",
    "lgb2 = LGBMRegressor(n_estimators=850, max_depth=4, random_state=3, n_jobs=8)\n",
    "lgb3 = LGBMRegressor(n_estimators=720, max_depth=4, random_state=4, n_jobs=8)\n",
    "\n",
    "Model\tAvg MSE\tAvg Score\n",
    "0\t1.XGBRegressor\t0.029047\t0.869022\n",
    "1\t2.XGBRegressor\t0.029007\t0.869151\n",
    "2\t3.XGBRegressor\t0.028923\t0.869379\n",
    "3\t4.GradientBoostingRegressor\t0.028264\t0.870069\n",
    "4\t5.GradientBoostingRegressor\t0.028909\t0.869134\n",
    "5\t6.GradientBoostingRegressor\t0.027992\t0.872356\n",
    "6\t7.RandomForestRegressor\t0.030729\t0.864344\n",
    "7\t8.RandomForestRegressor\t0.030402\t0.865025\n",
    "8\t9.RandomForestRegressor\t0.030547\t0.864977\n",
    "9\t10.LGBMRegressor\t0.028749\t0.868748\n",
    "10\t11.LGBMRegressor\t0.029332\t0.867618\n",
    "11\t12.LGBMRegressor\t0.029250\t0.867823\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## randomForest 还可以调参再强化一下"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "Model\tAvg MSE\tAvg Score\n",
    "0\t1.XGBRegressor\t0.031286\t0.862379\n",
    "1\t2.XGBRegressor\t0.031232\t0.862519\n",
    "2\t3.XGBRegressor\t0.031166\t0.862695\n",
    "3\t4.GradientBoostingRegressor\t0.030385\t0.863508\n",
    "4\t5.GradientBoostingRegressor\t0.031893\t0.859239\n",
    "5\t6.GradientBoostingRegressor\t0.028836\t0.868424\n",
    "6\t7.RandomForestRegressor\t0.030334\t0.865056\n",
    "7\t8.RandomForestRegressor\t0.030304\t0.865000\n",
    "8\t9.RandomForestRegressor\t0.030405\t0.864965\n",
    "9\t10.LGBMRegressor\t0.029516\t0.866988\n",
    "10\t11.LGBMRegressor\t0.029343\t0.867077\n",
    "11\t12.LGBMRegressor\t0.029338\t0.867135\n",
    "Score: 0.8678230918561365 "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### KNN models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# from sklearn.neighbors import KNeighborsRegressor\n",
    "\n",
    "# knn1 = KNeighborsRegressor(n_neighbors=7, p=1)\n",
    "# knn2 = KNeighborsRegressor(n_neighbors=8, p=2)\n",
    "# knn3 = KNeighborsRegressor(n_neighbors=6, p=1)\n",
    "# cross_validation_test(\n",
    "#     models=[knn1, knn2, knn3],\n",
    "#     train_X_data=[\n",
    "#         all_X_train, all_X_train, all_X_train, \n",
    "#     ],\n",
    "#     train_y_data=[\n",
    "#         all_y_train, all_y_train, all_y_train,\n",
    "#     ]\n",
    "# )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Stacking"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "regrs = [\n",
    "    xgbt1, gbdt1, forest1, lgb1,\n",
    "    xgbt2, gbdt2, forest2, lgb2,\n",
    "    xgbt3, gbdt3, forest3, lgb3\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Stacker(object):\n",
    "    def __init__(self, n_splits, stacker, base_models):\n",
    "        self.n_splits = n_splits\n",
    "        self.stacker = stacker\n",
    "        self.base_models = base_models\n",
    "    \n",
    "    # X: 原始训练集, y: 原始训练集真实值, predict_data: 原始待预测数据\n",
    "    def fit_predict(self, X, y, predict_data):\n",
    "        X = np.array(X)\n",
    "        y = np.array(y)\n",
    "        T = np.array(predict_data)\n",
    "\n",
    "        folds = list(KFold(n_splits=self.n_splits, shuffle=False, random_state=2018).split(X, y))\n",
    "        \n",
    "        # 以基学习器预测结果为特征的 stacker的训练数据 与 stacker预测数据\n",
    "        S_train = np.zeros((X.shape[0], len(self.base_models)))\n",
    "        S_predict = np.zeros((T.shape[0], len(self.base_models)))\n",
    "        \n",
    "        for i, regr in enumerate(self.base_models):\n",
    "            print(i + 1, 'Base model:', str(regr).split('(')[0])\n",
    "            S_predict_i = np.zeros((T.shape[0], self.n_splits))\n",
    "            \n",
    "            for j, (train_idx, test_idx) in enumerate(folds):\n",
    "                # 将X分为训练集与测试集\n",
    "                X_train, y_train, X_test, y_test = X[train_idx], y[train_idx], X[test_idx], y[test_idx]\n",
    "                print ('Fit fold', (j+1), '...')\n",
    "                regr.fit(X_train, y_train)\n",
    "                y_pred = regr.predict(X_test)                \n",
    "                S_train[test_idx, i] = y_pred\n",
    "                S_predict_i[:, j] = regr.predict(T)\n",
    "            \n",
    "            S_predict[:, i] = S_predict_i.mean(axis=1)\n",
    "\n",
    "        nmse_score = cross_val_score(self.stacker, S_train, y, cv=5, scoring='neg_mean_squared_error')\n",
    "        print('CV MSE:', -nmse_score)\n",
    "        print('Stacker AVG MSE:', -nmse_score.mean(), 'Stacker AVG Score:', np.mean(np.divide(1, 1 + np.sqrt(-nmse_score))))\n",
    "\n",
    "        self.stacker.fit(S_train, y)\n",
    "        res = self.stacker.predict(S_predict)\n",
    "        return res, S_train, S_predict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 Base model: XGBRegressor\n",
      "Fit fold 1 ...\n",
      "Fit fold 2 ...\n",
      "Fit fold 3 ...\n",
      "Fit fold 4 ...\n",
      "Fit fold 5 ...\n",
      "2 Base model: GradientBoostingRegressor\n",
      "Fit fold 1 ...\n",
      "Fit fold 2 ...\n",
      "Fit fold 3 ...\n",
      "Fit fold 4 ...\n",
      "Fit fold 5 ...\n",
      "3 Base model: RandomForestRegressor\n",
      "Fit fold 1 ...\n",
      "Fit fold 2 ...\n",
      "Fit fold 3 ...\n",
      "Fit fold 4 ...\n",
      "Fit fold 5 ...\n",
      "4 Base model: LGBMRegressor\n",
      "Fit fold 1 ...\n",
      "Fit fold 2 ...\n",
      "Fit fold 3 ...\n",
      "Fit fold 4 ...\n",
      "Fit fold 5 ...\n",
      "5 Base model: XGBRegressor\n",
      "Fit fold 1 ...\n",
      "Fit fold 2 ...\n",
      "Fit fold 3 ...\n",
      "Fit fold 4 ...\n",
      "Fit fold 5 ...\n",
      "6 Base model: GradientBoostingRegressor\n",
      "Fit fold 1 ...\n",
      "Fit fold 2 ...\n",
      "Fit fold 3 ...\n",
      "Fit fold 4 ...\n",
      "Fit fold 5 ...\n",
      "7 Base model: RandomForestRegressor\n",
      "Fit fold 1 ...\n",
      "Fit fold 2 ...\n",
      "Fit fold 3 ...\n",
      "Fit fold 4 ...\n",
      "Fit fold 5 ...\n",
      "8 Base model: LGBMRegressor\n",
      "Fit fold 1 ...\n",
      "Fit fold 2 ...\n",
      "Fit fold 3 ...\n",
      "Fit fold 4 ...\n",
      "Fit fold 5 ...\n",
      "9 Base model: XGBRegressor\n",
      "Fit fold 1 ...\n",
      "Fit fold 2 ...\n",
      "Fit fold 3 ...\n",
      "Fit fold 4 ...\n",
      "Fit fold 5 ...\n",
      "10 Base model: GradientBoostingRegressor\n",
      "Fit fold 1 ...\n",
      "Fit fold 2 ...\n",
      "Fit fold 3 ...\n",
      "Fit fold 4 ...\n",
      "Fit fold 5 ...\n",
      "11 Base model: RandomForestRegressor\n",
      "Fit fold 1 ...\n",
      "Fit fold 2 ...\n",
      "Fit fold 3 ...\n",
      "Fit fold 4 ...\n",
      "Fit fold 5 ...\n",
      "12 Base model: LGBMRegressor\n",
      "Fit fold 1 ...\n",
      "Fit fold 2 ...\n",
      "Fit fold 3 ...\n",
      "Fit fold 4 ...\n",
      "Fit fold 5 ...\n",
      "CV MSE: [0.00801291 0.01777511 0.00859594 0.08356558 0.01220282]\n",
      "Stacker AVG MSE: 0.02603047141497783 Stacker AVG Score: 0.8783248120058651\n"
     ]
    }
   ],
   "source": [
    "# stacking_mode1 = Ridge(alpha=0.008, copy_X=True, fit_intercept=False, solver='auto', random_state=2)\n",
    "stacking_model = SVR(C=100, gamma=0.01, epsilon=0.01)\n",
    "stacker = Stacker(5, stacking_model, regrs)\n",
    "pred_stack, S_train_data, S_predict_data = stacker.fit_predict(all_X_train, all_y_train, sub_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "CV MSE: [0.00834157 0.01945687 0.0095695  0.08376848 0.01302208]\n",
    "Stacker AVG MSE: 0.02683170221309707 Stacker AVG Score: 0.8755806306487525"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 Base model: XGBRegressor\n",
      "Fit fold 1 ...\n",
      "Fit fold 2 ...\n",
      "Fit fold 3 ...\n",
      "Fit fold 4 ...\n",
      "Fit fold 5 ...\n",
      "2 Base model: GradientBoostingRegressor\n",
      "Fit fold 1 ...\n",
      "Fit fold 2 ...\n",
      "Fit fold 3 ...\n",
      "Fit fold 4 ...\n",
      "Fit fold 5 ...\n",
      "3 Base model: RandomForestRegressor\n",
      "Fit fold 1 ...\n",
      "Fit fold 2 ...\n",
      "Fit fold 3 ...\n",
      "Fit fold 4 ...\n",
      "Fit fold 5 ...\n",
      "4 Base model: LGBMRegressor\n",
      "Fit fold 1 ...\n",
      "Fit fold 2 ...\n",
      "Fit fold 3 ...\n",
      "Fit fold 4 ...\n",
      "Fit fold 5 ...\n",
      "5 Base model: XGBRegressor\n",
      "Fit fold 1 ...\n",
      "Fit fold 2 ...\n",
      "Fit fold 3 ...\n",
      "Fit fold 4 ...\n",
      "Fit fold 5 ...\n",
      "6 Base model: GradientBoostingRegressor\n",
      "Fit fold 1 ...\n",
      "Fit fold 2 ...\n",
      "Fit fold 3 ...\n",
      "Fit fold 4 ...\n",
      "Fit fold 5 ...\n",
      "7 Base model: RandomForestRegressor\n",
      "Fit fold 1 ...\n",
      "Fit fold 2 ...\n",
      "Fit fold 3 ...\n",
      "Fit fold 4 ...\n",
      "Fit fold 5 ...\n",
      "8 Base model: LGBMRegressor\n",
      "Fit fold 1 ...\n",
      "Fit fold 2 ...\n",
      "Fit fold 3 ...\n",
      "Fit fold 4 ...\n",
      "Fit fold 5 ...\n",
      "9 Base model: XGBRegressor\n",
      "Fit fold 1 ...\n",
      "Fit fold 2 ...\n",
      "Fit fold 3 ...\n",
      "Fit fold 4 ...\n",
      "Fit fold 5 ...\n",
      "10 Base model: GradientBoostingRegressor\n",
      "Fit fold 1 ...\n",
      "Fit fold 2 ...\n",
      "Fit fold 3 ...\n",
      "Fit fold 4 ...\n",
      "Fit fold 5 ...\n",
      "11 Base model: RandomForestRegressor\n",
      "Fit fold 1 ...\n",
      "Fit fold 2 ...\n",
      "Fit fold 3 ...\n",
      "Fit fold 4 ...\n",
      "Fit fold 5 ...\n",
      "12 Base model: LGBMRegressor\n",
      "Fit fold 1 ...\n",
      "Fit fold 2 ...\n",
      "Fit fold 3 ...\n",
      "Fit fold 4 ...\n",
      "Fit fold 5 ...\n",
      "CV MSE: [0.00831649 0.01675871 0.05694448 0.00932484 0.01006525]\n",
      "Stacker AVG MSE: 0.020281952712296096 Stacker AVG Score: 0.885982539530079\n"
     ]
    }
   ],
   "source": [
    "stacking_model2 = SVR(C=100, gamma=0.01, epsilon=0.01)\n",
    "stacker2 = Stacker(5, stacking_model2, regrs)\n",
    "pred_clean_stack, S_clean_train_data, S_clean_predict_data = stacker2.fit_predict(clean_X, clean_y, clean_sub_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "CV MSE: [0.01659384 0.00626714 0.01261921 0.05345451 0.01616147]\n",
    "Stacker AVG MSE: 0.021019233812974467 Stacker AVG Score: 0.8821919685074249"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "CV MSE: [0.00902831 0.01733493 0.05746076 0.01078939 0.00961003]\n",
    "Stacker AVG MSE: 0.020844682710295333 Stacker AVG Score: 0.8840294650706134"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "df_result['score'] = pred_stack"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "index = df_result[df_result['ID'].isin(special_missing_ID)].index\n",
    "df_result.loc[index, 'score'] = 0.379993053"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "c_index = df_result[df_result['ID'].isin(cleaned_sub_data_ID)].index\n",
    "df_result.loc[c_index, 'score'] = pred_clean_stack"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_result.to_csv('time_22.07.version4.0.csv', index=False, header=False)"
   ]
  }
 ],
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